{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### 分开画"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fang_array = np.arange(0,10,0.5)\n",
    "plt.plot(fang_array, fang_array, 'r--')\n",
    "plt.plot(fang_array, fang_array**2, 'r--')\n",
    "plt.show()"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### 一起画"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[<matplotlib.lines.Line2D at 0x7efd7324fbb0>,\n",
       " <matplotlib.lines.Line2D at 0x7efd7324fb80>,\n",
       " <matplotlib.lines.Line2D at 0x7efd7324fd00>]"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.plot(fang_array, fang_array,'r--',\n",
    "         fang_array, fang_array**2, 'bs',\n",
    "         fang_array, fang_array**3,'go')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[<matplotlib.lines.Line2D at 0x7efd73062470>]"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "x = np.linspace(-10, 10)\n",
    "y = np.sin(x)\n",
    "plt.plot(x,y,linewidth=3) #线条宽度"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[<matplotlib.lines.Line2D at 0x7efd72df2f50>]"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.plot(x,y,color='b',linestyle=':',marker='o')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([-10.        ,  -9.59183673,  -9.18367347,  -8.7755102 ,\n",
       "        -8.36734694,  -7.95918367,  -7.55102041,  -7.14285714,\n",
       "        -6.73469388,  -6.32653061,  -5.91836735,  -5.51020408,\n",
       "        -5.10204082,  -4.69387755,  -4.28571429,  -3.87755102,\n",
       "        -3.46938776,  -3.06122449,  -2.65306122,  -2.24489796,\n",
       "        -1.83673469,  -1.42857143,  -1.02040816,  -0.6122449 ,\n",
       "        -0.20408163,   0.20408163,   0.6122449 ,   1.02040816,\n",
       "         1.42857143,   1.83673469,   2.24489796,   2.65306122,\n",
       "         3.06122449,   3.46938776,   3.87755102,   4.28571429,\n",
       "         4.69387755,   5.10204082,   5.51020408,   5.91836735,\n",
       "         6.32653061,   6.73469388,   7.14285714,   7.55102041,\n",
       "         7.95918367,   8.36734694,   8.7755102 ,   9.18367347,\n",
       "         9.59183673,  10.        ])"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "x"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([ 0.54402111,  0.16628279, -0.23877532, -0.60460332, -0.8710967 ,\n",
       "       -0.99447137, -0.9544572 , -0.75762842, -0.43632343, -0.04333173,\n",
       "        0.35677924,  0.6982724 ,  0.92504137,  0.99982867,  0.91034694,\n",
       "        0.67129779,  0.32195632, -0.08028167, -0.46932961, -0.78126802,\n",
       "       -0.96484631, -0.98990308, -0.85232157, -0.57470604, -0.20266794,\n",
       "        0.20266794,  0.57470604,  0.85232157,  0.98990308,  0.96484631,\n",
       "        0.78126802,  0.46932961,  0.08028167, -0.32195632, -0.67129779,\n",
       "       -0.91034694, -0.99982867, -0.92504137, -0.6982724 , -0.35677924,\n",
       "        0.04333173,  0.43632343,  0.75762842,  0.9544572 ,  0.99447137,\n",
       "        0.8710967 ,  0.60460332,  0.23877532, -0.16628279, -0.54402111])"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "y"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[None, None, None, None]"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "line = plt.plot(x,y)\n",
    "plt.setp(line, color='r', linewidth=2, alpha=0.3, marker='o') #alpha透明度"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.subplot(211) #2行1列第1个\n",
    "plt.plot(x,y,color='r')\n",
    "plt.subplot(224)\n",
    "plt.plot(x,y,color='b')\n",
    "plt.show()"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "给图加上注释"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(-2, 0.25, 'fangdong')"
      ]
     },
     "execution_count": 31,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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U1LXi5R9P+7KJRIQ6JnYvuDDJ4zc+pYLBZekxAIAfaSouoLRYbNhbWAcAuHholMfPGz0oDJmpEbA5WLyzq9BXzZMNCpYI8bKGVivu+W8O7A4W14yNx+Roz5fnBmtVWHPNKADA67+cRV5Vo6+aSUTocEkDcstN0KgU+MMFXRO73Zk+whUsnaBgKZD8drYGVjuLCC2L1Ki+LQy5/eI0AMD72YVoNtt80TzZoGCJEC/7eF8xSutbkRypx9qrR/R5P69ZI2MxPSMGVjuLx7446nYFKJEXLrH7qjHxMOr7ttnpxcOioFYyOFvdjLPnmnzRPCJCO05VAwAywliPRyI50zNikBKph6nNhk8PUJFKdyhYIsTLfjvrzBm5JTMJobq+V+dgGAZrrxkFnVqB387W4oucUm83kYhQk9mGLw85K3bfNDmpz88P1amRmRoJgEaXAsmOU87k7gxj3z9UKRQM/uzKXdr8az4cVKSyRxQsEeJFDgfLJ9hOdr1x9UdihB53XzEMAPDkNydgsdEKJ7n7MqcMLRY7hkQH48IUzxK7z3dFhnMq7gdaTRkQimtbcLa6GUoFg+Fh/Qt0/ugqUllQ04JtFGT3iIIlQrzoVFUjGlqt0GuUGJVgGNC5ll6chnC9GtVNZhwto1oocsdNwXWs2N1XXN7S3oI6NLRavdY2Ik47XCUDJiSGIaifJab1GhU/kvnGL1RGoCcULBHiRXvynaNKE5PDoVYO7M9Lo1JgYnIEAGB/Qd2A20bE60hJA46UNkCjVOD6C/pfgTs5MhhDY0Jgd7D89AyRr59POl/jaX1YBdedP01NhkrBIDu/FkdL6YNZdyhYIsSLsl3B0uSUCK+cb5JrOmZfIdXOkbP/7nWOKl05Jg7hwX1L7D4fN7pEhU3lzWp3YNcZZ32li4f2f8ofAOLDgvD7sfEAQPtT9oCCJUK8hGVZ7HUFSxemeilYSnYGS/sL62lVnEw1m23430FnEn9/ErvPN91VzXv7qXOwUTVv2TpYVI8msw0RwRqMHuCUPwAsmeYsI/DVoTJUNLQN+HxyQ8ESIV5SWNOCqkYzNEoFxicavXLO0YPCoFEqUN1kRlFti1fOScTlq0NlaLbYkRYVjEwvBNkXJBkRFqRGfYsVB4vrB95AIkrcNOu0oVFQKPqX49bRmMFhmMwVqdxdMODzyQ0FS4R4CZevNC4xrNetTTylUysxepDzU+P+QspbkiNvJHZ3pFIqcHl6NABaFSdnP7uCpUuGR3vtnNwWKO9nF6HFQkUqO6JgiRAv4fOVvDQFx5nkyn/aR8GS7BwtbcChkgaolUyfK3a7c8UI51QcbX0iTzUdVsheMmxgyd0dzRgRi+RIPRparfiBrp1OKFgixEv2FDiTLQdSX6k73GaqtCJOfj5wJXbPHhWHyBCt18576bBoKBUMTlc1oaiGpm/l5te8arAskBEXihiDzmvnVSoYXOYaqcopqvfaeeWAgiVCvKC8oRXFta1QMM6yAd7EnY+r4UTkocViwxcHnRW7b/ZCYndHYXo1X9hy2wmaipMbbgru0nTvTcFxxg42AgCOlNZ7/dxSRsESIV7A5SuNSghDiLaf1eF6EB2qRUqkHiwLHCyi0SW5+CG3Ck1mG1Ii9fhdmndHI4H2VXG09Ym8OBwsvx/cpcO8HyyNSwwDABwtNdFqyg4oWCLEC/b4KF+JcwFfQoCCJbngAt/LM2K8sprpfFy9pd/O1qCJdpSXjdwKE6qbzAhSKzGxn9viuJMaFYJgjRKtVjvOnGv2+vmlioIlQrzA18HSJK6SNwVLsnGs1AQAGDMozCfnT4sOQWpUMKx2Fr9QNW/Z4EaVpgyJhFblnVW3HSkVDEa7rslDJfVeP79UUbBEyADVNJlxuqoJAHChlyp3n4/LW8oprqehcRlwOFgcc61mGu2jYAlo31iXNkiVD66+0qVeLBlwvrGDndfkYQqWeBQsETJAe12r1IbHhiBigFtV9GRYTAgMOhVaLHbkljf65GcQ/8mvaUazxQ6dWoEh0SE++zncVNxPJ6rgcFAFeKlrNtv4rY+8WV/pfHySdwntE8ehYImQAdpb4NspOABQKJgOeUu0T5zUcZuVjow3QOmDfCXOhSkRCNWpUNNsQQ6NEkje7jM1sNpZJEYEISVS77OfM84VLOWWN8Jio5FsgIIlQgaMy1fy1RQcZ2ISt6ku5S1JHRcs+SpfiaNWKvjpGipQKX07Truqdg+L9kq1954kRgTBqFfDYnfgZAWNZAMULBEyII1tVj73xJcjSwD4lS+U5C19R1zB0igfB0tA+1QcbX0ifTt8sMVJdxiG4QN5SvJ2omCJkAHYX1gHBwskRegRHxbk0581PtEIpYJBeUMbyupbffqziO84HKzPV8J1dNnwGCgY4ERFI0rpupGswppmFNS0QKVgMHWI9+tynY+SvDujYImQAfB1yYCO9BoVRsY7N9WlqTjpKqptQaPZBo1KgaExvkvu5oQHa/jVlFSgUrq4UaULksMRqlP7/OdxSd6HKckbAAVLhAyIP4MloL2EwP4CSvKWKm4D1BHxBqiV/rkFX+Gq5r2NpuIk62euarePp+A4XJL36aomtFrsfvmZYkbBEiH91Ga185+6Mv0ULE3i8pZo2xPJ4vKVRicY/PYzubylXWdq0GKhat5SY7E5sPuMM1i6xAdbnHQn1qBFdKgW9g41wQIZBUuE9FNOcT0sdgdiQrVIivDdMt6OuJGl3PJGNNMWFpLkz3wlzrCYECRGBMFicyA7n0YlpeZAUR2aLXZEBmswyk9BNsMwGMfnLVGwRMESIf3UcQrOl8t4O4oPC8IgYxDsDhY5xfV++ZnEe1iWbR9Z8mOwxDAMLnCVnjheZvLbzyXe8bMrX+niYVE+2UewJ+15S/V++5liJblgadOmTUhJSYFOp0NmZib27NnT47GXXXYZGIbp8u+qq67ij1m0aFGX78+ZM8cfXSESxwVL/pqC40ykTXUlq6SuFQ2tVqiVDIbHhvr1Z6fHOX/eqUqqmyM1/ioZcL4x3MhSKY0sSSpY+vDDD7Fy5UqsWbMGBw4cwLhx4zB79mxUVXW/wuOzzz5DeXk5/+/o0aNQKpWYP39+p+PmzJnT6bj//ve//ugOkTCr3cEHK5NTfb+MtyMuWKIVcdLDFaNMjwuFRuXf22+6KzijIoPScq7RjGOu0cCL/ZSvxBnrGv08e64ZpjarX3+22EgqWHr++eexdOlSLF68GCNHjsSrr74KvV6PzZs3d3t8REQE4uLi+H9ZWVnQ6/VdgiWtVtvpuPDwcH90h0jYsTITWq12GPVqDPPD8u+OuGDpYGEd7LTfl6RwK+H8ma/E4UaWzpxrgpU2Y5aM387WAHBujRMdqvXrz44M0WKQ0Vk/7miA5y2phG6ApywWC/bv349Vq1bxjykUCsyYMQO7d+/26BxvvvkmFixYgODg4E6Pb9++HTExMQgPD8cVV1yBJ554ApGRPY8WmM1mmM1m/muTyRn1W61WWK3ei765c3nznGIj1T7uznMOi09KMsJut8Hew8paX/RvSKQOwRolGs025JbW8W+CQpDq69cX3uzjYVeeWUZsiN9/ZzHBKoRoVWgy23CqvJ6fBpT7ayj1/h0vrQcAjBlk6LEPvuzjmEEGlNa34mBRLS5M9n+QD/i2f56ek2FZVhIfTcvKyjBo0CDs2rULU6ZM4R9/6KGH8PPPPyM7O9vt8/fs2YPMzExkZ2dj8uTJ/OMffPAB9Ho9UlNTcebMGTz66KMICQnB7t27oVQquz3X2rVrsW7dui6Pv//++9Dr/bMqigjr9RMKHK1T4NpkO65I8P+f0KbjCpxqUGB+qh3T4iTxJxzwWBZ4bJ8STTYGK8fYkOzfAUkAwItHlchvZLBwmB0To+i6kYI3TihwpE6BP6TYcWm8/1+zbaUMvixSYnyEA4vT5Tci2dLSgptvvhkNDQ0wGHpeaSiZkaWBevPNNzFmzJhOgRIALFiwgP//MWPGYOzYsRgyZAi2b9+O6dOnd3uuVatWYeXKlfzXJpMJiYmJmDVrlttfdl9ZrVZkZWVh5syZUKt9X7FVCFLso8PB4u8HfwJgw8I5U/ltAbrjq/6d1ubh1PazsBgGY+7cMV47b19J8fXrK2/1sbyhDU2/7YBKweDP182GVt39hzFf2m07jvy9JdDHD8XcmcMAyP81lHr/njv5C4BWzLt8MqakdT/j4cs+hp+twZdv7Ue1Q4+5cy/x6rk95cv+cTNDvZFMsBQVFQWlUonKys4VaCsrKxEXF+f2uc3Nzfjggw+wfv36Xn9OWloaoqKikJeX12OwpNVqodV2nTtWq9U++WP01XnFREp9zC03wdRmg16jxLikCKg8qMLs7f5NTosCtp/FweIGUfzepPT69ddA+3ii0pl7Miw2FCF6nbea1ScjE8IAlOB0VXOXvsj9NZRi/1otdhTXOffzGzkovNf2+6KP45OdAVpJfRtMZgciQ/ybN9WRL/rn6fkkk+Ct0WgwceJEbNu2jX/M4XBg27ZtnabluvPxxx/DbDbj1ltv7fXnlJSUoKamBvHx8QNuM5EnrmTAxORwjwIlXxifZATDOPcZq2psE6QNpG+OClC5+3zcirgTtCJOEvKqmsCyQESwBlECBSkGnRpp0c4830AuISCZYAkAVq5ciddffx3vvPMOcnNzsXz5cjQ3N2Px4sUAgIULF3ZKAOe8+eabmDdvXpek7aamJjz44IP47bffUFBQgG3btuHaa6/F0KFDMXv2bL/0iUjPngJh6it1ZNCp+Te+/QVUQkAKjrqWf49xM23raxlxzkCttL4VjQG+FFwKTrpqYg2PFSDBrQOuhMCRAF4RJ6lg6cYbb8TGjRuxevVqjB8/Hjk5OdiyZQtiY52bRBYVFaG8vLzTc06ePIlff/0VS5Ys6XI+pVKJw4cP45prrsHw4cOxZMkSTJw4Eb/88ku302yEsCzboXK3f+srnY/fJ47qLUkCV7l7VIJwwVKYXo04g3MKkIpTit9p12uU7ucCpuejSt4SylnirFixAitWrOj2e9u3b+/yWHp6Onpa8BcUFITvv//em80jMldQ04JzjWZolAq3id3+MDE5HO/+VkTFKSWgytSGc41mKBhnvRwhpceFosLUhhMVjZiYLNzoKOkdN7I0TPBgifaIk9TIEiFC25PvTNIdn2iEToDVTB1Ncr3RHStrQJu1h0JPRBS4UaWhMSEI0gh73WTEUSVvqTjleo2ErKUGOEdDlQoGVY1mVDQEZo4kBUuE9AE35XVhqvBV3geHByE6VAurnQ3oT3xScLTUma80WsApOA73xktJ3uLW2GZFmSswGR4jbLAUpFHyOxUcCtCpOAqWCOmDU5VNAICR8cK/6TEMg0n8PnG1AreGuMONLI0WYJuT86V3GFmSSE3igMTda2INWoTphS95wE3FBWqSNwVLhHiIZVmcqXLewIb6eT+4nnD7xNGKOHE7ViaeYGloTAiUCgYNrVZUmsy9P4EI4hS/Ek7YUSUOl+RNI0uEELeqGs1oNNugYICUKHFsa8MHS0V1NEogUtVNZpQ3tIFhgJEC1ljiaFVKpEY56+acqPCsejHxP7EFS+NcwdKR0oaAvNdQsESIh/Jco0rJkcHQqoRN0uWMSgiDVqVAfYsVZ841C90c0g2uGGVqVDBCtOJYgJxOSd6id0okZQM46XGh0Cid95ri2lahm+N3FCwR4iEuWBoSLY4pOADQqBT81M7xcholECMuWBojgik4TkYsBUtix+UsDRd4JRxHo1JgRLyzLYE4FUfBEiEeyhNZvhJnqCt44/KpiLiIaSUcZzitiBO12mYLzjU688mGieh+w1WfPxKA255QsESIh8QaLA2JceafnDlHwZIYiWklHIertZR3rgk2u0Pg1pDzcVNwg8ODECySqVugQ5J3cb2g7RACBUuEeCjvnEiDJW5kiXKWRKeu2YLSemd+x6hBwid3cxLD9dBrlLDYHCioaRG6OeQ8Ytnm5HxckvfR0gY4HIGV5E3BEiEeaGi18sPiQ1w7cIsFFyydPdcUcDcwsTvqKhmQEqmHQSd8rRyOQsHwW2icpulb0RHLNifnGxIdjCC1Es0WO85WB9Z1Q8ESIR7gpuDiDDqEiuhND3AO1WuUCphtDn4Ug4gDl680SkRTcBw+ybsysN70pOBUhfM1SY8T1yi2SqnAaNcI6aHiwMpbomCJEA9wydPDYsV18wKcNzCu7hPlLYmLGFfCcbjyAacoWBIVlmVxqkpcNZY6GjPICCDwkrwpWCLEA1y+kpjKBnTE5VHl0ZSKqHDTcGJaCcfhN9StpBVxYnKu0Yz6FisUjDjvN+MSnddyoJUPoGCJEA+IdSUch5K8xaeh1YpCV/L0aBEld3O4kaXiulaY7QI3hvC4kb6UyGDo1OIoftsRtyLueJkJ1gBaSUnBEiEekE6wRCNLYsHtBzc4PAhGvUbg1nQVGaJFVIgWLAtU0II40Tgpsm1OzpccoUeoTgWzzcGXOAgEFCwR0os2qx3Fdc53E7EHS2cpWBINMecrcbipuLIWRuCWEM6pCi5YEue9RqFgMNZVnPJwSeDkLVGwREgvzpxrAssCRr0akcHiGyEAgDRXOYPqJgvqWywCt4YAHSp3izhY4qbiyilYEg0+uVsk25x0h99iqSxwtliiYImQXvBTcNEhYBhxvqkEa1WID9MBoLwlsTgqwsrd50vnR5YEbggB4FoJVyHuaTigfSS7oCZw7jUULBHSizMiz1fiUN6SeDS2WXG22vlGMjpBfMndnAwaWRKV0vpWNFvsUCsZpESKq/htR1xh3rMB9MGMgiVCeiHWbU7Ox93AaENd4XHTEwlhOkSGaAVuTc+GxYSCYYAmG4PqJrPQzQl4p10r4dKiQqBRifftOTXKeS8srW9FmzUwllKK99UgRCS4abghIg+WuGCORpaEd7RMvJW7OwrSKJEc4SxoSpW8hde+zYm47zXhejXCgpw7GQTKVBwFS4S4YbM7kO+aThkqwgJxHVGtJfE4Ue4KlkQ8BcfhVl1RJW/hnRLpBrrnYxgGqVGBNRVHwRIhbhTVtsBqZxGkVmKQMUjo5rjFjXwV1bbAbAuMoXGx4gJsMVZgPl+6K1iiSt7C44IlMa+E43ArcLlrXe4oWCLEDW4KLi06GAqFuJNgY0K1CNGqYHewKKqh5U3eNmPGDNx3330eHcu9gXCfvgFg7dq1GD9+PP/1okWLMG/ePC+2sH+GxdDIkhjYHSyfsyTmlXCcNBpZIoRwpJLcDTiHxvkkb8pbEkxDqxU1zc5aVylR4l3RxOGmfE5XNcHuYAVuTeAqrm2B2eaAVqVAkiuPTMy4JO+z1YFxr6FgScT+81sRPjqrQA2tUhFMxxpLUkB5S8IrcI0qcSN9YpccqYeaYdFmdaColkYkhdIxuVsp8lFsgKbhiIi8s7sQOysVyKM3PsFIpcYSh8tbyqPyAT7hcDjw0EMPISIiAnFxcVi7di3/vfr6etx+++24ZOwQFL0wH4X/9zAOHTrk8bnNZjPuuecexMTEQKfTYdq0adi7d68PetGZUsEg1jWQcbIicCoyiw1fjDJG/FNwAPg6UPUtVtQ1y3/XAAqWRCwl0nkHK6T8E0GwLMuP0Ih9KS+HClP61jvvvIPg4GBkZ2fj2Wefxfr165GVlQUAmD9/PqqqqvDnJ15D/J9eRPLw0Zg+fTpqa2s9OvdDDz2ETz/9FO+88w4OHDiAoUOHYvbs2R4/fyAS9M7ptxMVlOQtlFOuDzhSSO4GnGUnEly7BgTCVBwFSyLGRe75FCwJosLUhiazDSoFg2QRV9PtaGhMe2FKlqX8E28bO3Ys1qxZg2HDhmHhwoWYNGkStm3bhl9//RV79uzBxx9/DFtEGtQRg7DkgdUwGo345JNPej1vc3MzXnnlFfzjH//AlVdeiZEjR+L1119HUFAQ3nzzTZ/3K94VLJ2kYEkwYt9Atztp/Abe8p/9EP+EegCjkSVhcVNZyZF6qJXS+FyRFBEMpYJBs8WOSpMZca5PfsQ7xo4d2+nr+Ph4VFVV4dChQ2hqakJkZCTarA44WBb3vaSAxdyGM2fO9HreM2fOwGq14qKLLuIfU6vVmDx5MnJzc73ej/MlcNNwVD5AEFa7gx+dkcJKOE5qVDB+zasOiLwlabwDdLBp0yakpKRAp9MhMzMTe/bs6fHYt99+GwzDdPqn03V+82BZFqtXr0Z8fDyCgoIwY8YMnD592tfd8AgXLAVKhVSxyZNYvhIAaFQKviIzTcV5n1qt7vQ1wzBwOBxoampCfHw8Dh48iNRlmxC/+CV89eNOnDx5Eg8++KBArfUcN7JUUN0cMNtXiElBdTOsdhbBGvHXc+sokApTSipY+vDDD7Fy5UqsWbMGBw4cwLhx4zB79mxUVVX1+ByDwYDy8nL+X2FhYafvP/vss3jppZfw6quvIjs7G8HBwZg9ezba2tp83Z1eJbuCpaLaVjhoSa/fSTFYAtqHxilY8p8LLrgAFRUVaDA7YA2OgSYiARdPGoOhQ4ciKiqq1+cPGTIEGo0GO3fu5B+zWq3Yu3cvRo4c6cumAwAMaucWFg6WFgcIoX0lXCgYRvwr4TiBtCJOUsHS888/j6VLl2Lx4sUYOXIkXn31Vej1emzevLnH5zAMg7i4OP5fbGws/z2WZfHiiy/isccew7XXXouxY8fiP//5D8rKyvDFF1/4oUfuJYTpoGRYmG0OlJuED94CjVSDpSExtKGuv82YMQNTpkzBzTf8Ea35BxDFNmD/nmz87W9/w759+3p9fnBwMJYvX44HH3wQW7ZswfHjx7F06VK0tLRgyZIlPm8/w7TnylCSt/9xBUHFvs3J+dJctZbya5pl/4FeMjlLFosF+/fvx6pVq/jHFAoFZsyYgd27d/f4vKamJiQnJ8PhcOCCCy7AU089hVGjRgEA8vPzUVFRgRkzZvDHh4WFITMzE7t378aCBQu6PafZbIbZ3F77yGRyLre1Wq2wWq0D6mdHrMOOSC1Q1QbkVTQgJlgyL5fHuN+XN39v3sIFSynhQf1unxD9S4lwDuOfrmz0+c8V8+vnLVzfWJaFw+Ho1FeHwwGHwwGbzYb//e9/uOmOldj27YuobjVhwfvxmDZtGiIiImC1WmG328GyLP987rnc148//jhsNhtuu+02NDY2YuLEifjmm28QEhLi098vd+6h0Xpk59cht6we1rGxvTxLOqRwjZ4obwAADInW96udQvUxJkQFtZKBxeZAYXUjBof7ZgrRl/3z9JwMK5ElM2VlZRg0aBB27dqFKVOm8I8/9NBD+Pnnn5Gdnd3lObt378bp06cxduxYNDQ0YOPGjdixYweOHTuGwYMHY9euXbjoootQVlaG+Ph4/nk33HADGIbBhx9+2G1b1q5di3Xr1nV5/P3334de793Kq6+dUOBYnQLzU+2YFieJl0oWmq3Ao/ucwemzk23QKgVuUB/kNwIvHlUhTMNi/UTKP/GnLwsV2FamwMVxDvwx1SF0c/pkVyWDD88qkRHmwPKR0mq71D15UImqNgbLR9iRYZTWfX5DjhIVrdJsOwC0tLTg5ptvRkNDAwyGnje+lt9QRQdTpkzpFFhNnToVI0aMwL///W88/vjj/T7vqlWrsHLlSv5rk8mExMREzJo1y+0vu6+sVis+L9gGAAiNT8PcK9O9dm6xsFqtyMrKwsyZM7skzwppX2EdsG8vEsJ0uO7qS/p9HiH619BqxYtHf0KDhcEl02f5tIq0WF8/b+pLH79+Pwcoq8JlE0di7u+S/NPAAeL6N++yC/Hh2QOodQRh7txLhW6W14j9GjVb7bj/N+d9/tarr0BMqLbP5xCyj1/X56AitwrRaaN8ds37sn/czFBvJBMsRUVFQalUorKystPjlZWViIuL8+gcarUaEyZMQF5eHgDwz6usrOw0slRZWdlpw8vzabVaaLVdL2i1Wu31FzJa54zUC2tbRfmH7i2++N0NREGtM0dsaGyoV9rlz/5FqdWICtGiusmM4nozxg72/eoasb1+vuBJHwtd24UMjTVI7veRkWAEAFQ1mtFkYREerBG2QV4m1mv01LkWOFjAqFcjITx4QAneQvQxLSYEyK3yy3uUL/rn6fkkk+Ct0WgwceJEbNu2jX/M4XBg27ZtnUaP3LHb7Thy5AgfGKWmpiIuLq7TOU0mE7Kzsz0+p69Fu97n8ql8gF9JbU+489GGuv7ncLAocNVES5VIEdOOQrQqJLry3SjJ239OVbZvcyKllXCcIfyGuvJ+j5JMsAQAK1euxOuvv4533nkHubm5WL58OZqbm7F48WIAwMKFCzslgK9fvx5bt27F2bNnceDAAdx6660oLCzE7bffDsC5Uu6+++7DE088gS+//BJHjhzBwoULkZCQgHnz5gnRxS64kaXi2hbY7JRH4C9SXQnH4faIO1Ml7xuYmJQ1tMJic0CtZDDIR4muvpYe60wjoD3i/IdbCTc8Tpr3mtQAKR8gmWk4ALjxxhtx7tw5rF69GhUVFRg/fjy2bNnClwMoKiqCQtEe/9XV1WHp0qWoqKhAeHg4Jk6ciF27dnWqW/LQQw+hubkZy5YtQ319PaZNm4YtW7Z0KV4pFKMG0KoUMNscKKtvQ1KkdxPISfckHyxRrSW/494skiODJbFrfHeGxYbgh9xK2Y8SiAm3zYnUygZwuMKUpfWtaLPaoVNLaDVMH0gqWAKAFStWYMWKFd1+b/v27Z2+fuGFF/DCCy+4PR/DMFi/fj3Wr1/vrSZ6lYIBkiKCcLqqGfk1zRQs+UGLxYbS+lYAUg6WaBrO37hgKUWCU3AcbvqwgLZY8ptTVe0FKaUoMliDUJ0KjW02FNa0IF0iGwH3laSm4QIVd/MtoE97fsGV7o8I1iBCokmu3MhSfnUzTd/6CRcscVWNpSiZ34+S7jX+0Gy2objW+cFMSnvCdcQwDL9rQH61fD+cUbAkAdwNTO5zwmIh9eRuABhkDIJOrYDVzqK4rlXo5gQE7u+Tm5aQohRX20vqWmGlINvnTrvuNVEhWsl+MAOAtChuJFu+71EULElACgVLfsUHS7HSDZYUCobfioC2PfEPOUzDxYRqoVMrYHewKKUg2+e4lXDpEk3u5nAfEOT8HkXBkgRwwVIBDY37hRxGloAOK+Iob8nnLDYHil01lqQ8DccwTPu0P91vfO40t4FujDSn4DiBsKEuBUsSwE3D0dC4f+Sdk/ZKOA4leftPcZ2zsKBeo+xXBWYxac9boiRvX+MS6YdIOMAGaGSJiERsqBZBaiXsDpb/9Ep8w2p38In00g+WuJEl+d7AxCL/XPsUnBQLC3bEjSzJ+Y1PLLhE+iQJT90C7cFSbbMF9S0WgVvjGxQsSQDDMHziJQ2N+1ZhTQtsDhbBGiXiw8RRa6u/uGApr6oJEtkvW7L45G6JjxAAzjpRAK2I8zWHg+VH71IkXhJGr1Hx90u51uiiYEkiUqO4JG8aWfIlLl9pSEyI5EcIUqOCwTDOjXVrmuX5aU8suO2I0iS8Eo6TQtNwflHVaIbZ5oBKwWCQUZoV3zvip+JkOpJNwZJEUK0l/+Dye6Se3A0AQRolfxOmFXG+1XEaTuqSXW96xXW0xZIvcbMEg8KDoFJK/62YC5bOyrTWkvRfoQBB03D+0XFkSQ6GxlDekj/IaRou3qCDRuWs0VXe0CZ0c2SLm+ZMlkGADaBDYUp53msoWJIIPmqnNz2fkvqecOejPeJ8r8ViQ4XJGVTIYRpOoWCQFEHlSnxNLvlKnDSZv0dRsCQR3PB+WYNzs0LifQ4HS8ES6bMCVx5huF4No166VZg7aq/tRnlLvsIFS1xgKnWpHWY/HA75LSihYEkiokI0CNGqwLKg8gE+UtbQilarHWolg2SZ3MCo1pLv8ZW7ZTCqxOFXxMl0SkUMuFE7OeS5AcDg8CColQzarA6Um+Q3fUvBkkQ4ywfQtie+xI0qpUQGyyLhEmjPvSqpoxFJX+He9KS8J9z5aGTJt1iWRRE3DRcljw9mKqWCHyWT44o4ebwjBAjahsC35DYFBwCRwRqEBanBsvLNJRAa93uVQ74Sh2ot+VZtswWNZhsYBhgcLo9gCQBSXftRynFFHAVLEtJeUp4+7fnCGZlsc9IRwzA0Fedj+a43BjlNw3EfzAprW2SZfyI0bsQu3qCDTq0UuDXew91r5PjBjIIlCeET6GgazifkOLIEdCwfQMGSL3BvfHKahksw6qBSMLDYHPxKP+I9RbXyKhvAkfMecRQsSQjVWvItbsQuLUpewRLtEec79S0W1Lqqo8slURdw5p8kUvkAn+FWUCbLpGwAR86FKSlYkpBU1824vKENrRZK1vWmZrMN1U1mAECSzG5gfLBEVby9jvsEHWvQIlirErg13pVM2574jNwKUnK4oqwlda0w2+T1HkXBkoSEu5J1Afq0521FrnIMRr2a/x3LBbci7mx1E+WfeJkcV8JxaEGJ7xTWyqsgJSc6RItQV4mbIpkF2RQsSUwK5S35BPfpWS71lTpK7FD/pKyhVejmyAq3RDpVZlO3QIeRJVpQ4nV8QUqZBUsMw/CjS3Kb9qdgSWJSXX9c+fRpz6u4hMskmQ2LA878E26UII+m4rzqLLcnnExq5XREI0u+YWqz8nlucpuGA+Sb5E3BksTQyJJvyHlkCaAkb1/hN9CV88hSTQtYlqZvvYWbnooK0SJEZnluQPsCmXyZJXlTsCQx7eUDaGjcm7icJbkNi3O4IJuKDHoPy7L8hxY55iwNDtdDwQCtVjvONZqFbo5sFPDJ3fK816TKtNYSBUsSww2N0zScd8l9ZElsK5tYlsWyZcsQEREBhmGQk5MjWFvWrl2L8ePH9/l55xrNaLbYoWDksxlqRxqVAoPCgwDQtifexN9rZBospdE0HBEDboTgXKMZTWabwK2RB6vdgdJ6Z+KzHHMIgPYgUCybMG/ZsgVvv/02vv76a5SXl2P06NFCN6nPuHylweF6aFTyvJVS3pL3caORcqrL1RE3ylrTbEFDi1Xg1niPPP/CZSwsSI3IYA0AylvylrL6VtgdLLQqBWJCtUI3xye46cXiuhbYRVA+4MyZM4iPj8fUqVMRFxcHlUp6uRtynoLjtI9I0r3GW7iyAXIdWQrWqhBrcN5H5VSckoIlCUqR6TCnUPhlvBF6KBSMwK3xjfgwZ/kAq51FucDlAxYtWoS7774bRUVFYBgGKSkp2LJlC6ZNmwaj0YjIyEj8/ve/x5kzZ/jnFBQUgGEYfPbZZ7j88suh1+sxbtw47N69u9O5X3/9dSQmJkKv1+O6667D888/D6PR2OmYp59+GrGxsQgNDcWSJUvQ1tZ5Ow+Hw4H169dj8ODB0Gq1mDRpEg4cONClLV/97wtU/HcV3l9+ab/bInb8yBLlSHqNXAtSdiTHFXEULElQ+w1MPheikNo/6cn35qVUMEh07W4udLG4f/7zn3wwUl5ejr1796K5uRkrV67Evn37sG3bNigUClx33XVwOBydnvu3v/0Nf/3rX5GTk4Phw4fjpptugs3mnI7euXMn7rjjDtx7773IycnBzJkz8eSTT3Z6/kcffYS1a9fiqaeewr59+xAfH49//etfXdr33HPPYePGjTh8+DBmzpyJp556CqdPn+503DdvvQDD5D/giXe+6VdbpICm4byr1WJHpcmZLC+3gpQdpUVzK+Lkc91Ib+yb8DVdKMnbO4pkvjqFkxihx9nqZhTWtmCqgO0ICwtDaGgolEol4uLiAADXX399p2M2b96M6OhoHD9+vFM+01//+ldcddVVAIB169Zh1KhRyMvLQ0ZGBl5++WVceeWV+Otf/woAGD58OHbt2oWvv/6af/6LL76IJUuWYMmSJQCAJ554Aj/88EOn0aWNGzfi4YcfxoIFCwAAGzZswJdffomXX34Zr7zyCn9cwsXz0ZJ6IaZcMAZXj+17W6QgJapz+QCGkefIq79wq24NOhWMeo3ArfEdLslbTiviaGRJgqjWknfJfXUKR2wr4jo6ffo0brrpJqSlpcFgMCAlJQUAUFRU1Om4sWPH8v8fHx8PAKiqqgIAnDx5EpMnT+50/Plf5+bmIjMzs9NjU6ZM4f/fZDKhrKwMF110UadjMjIycOLEiU6PNekHAXBOOfSnLVIwOFwPhgGazDbUuAopkv7jRuhSZJznBnTcUFc+71GSC5Y2bdqElJQU6HQ6ZGZmYs+ePT0e+/rrr+Piiy9GeHg4wsPDMWPGjC7HL1q0CAzDdPo3Z84cX3djQNqHxsX3pidFfI0lGS7/7ojrH1etXEyuvvpq1NbW4vXXX0d2djays7MBABZL5zdotbp93z5ulOP8qTp/sUEBjVKBBGOQ4G3xFZ1aiYQwZ/kASvIeuEDIVwLap+EKqptlsx+lpIKlDz/8ECtXrsSaNWtw4MABjBs3DrNnz+Y/zZ1v+/btuOmmm/DTTz9h9+7dSExMxKxZs1BaWtrpuDlz5qC8vJz/99///tcf3ek37lNJrcyWZgqBZVk+WJL7DYzrX5FIygdwampqcPLkSTz22GOYPn06RowYgbq6uj6fJz09HXv37u302Plfjxgxgg/EOL/99hv//waDAQkJCdi5c2enY06cOIERI0Z0+ZnJkXoou1kU4ElbpIIbkaQk74GTez03zuDwIKgUDFqtdlSY2np/ggRIKlh6/vnnsXTpUixevBgjR47Eq6++Cr1ej82bN3d7/HvvvYc777wT48ePR0ZGBt544w04HA5s27at03FarRZxcXH8v/DwcH90p99CtCpEu5a4U97SwJxrMqPFVVhwkDFI6Ob4lFi3rwgPD0dkZCRee+015OXl4ccff8TKlSv7fJ67774b3377LZ5//nmcPn0a//73v/Hdd991yrO59957sXnzZrz11ls4deoU1qxZg2PHjnU6z4MPPohnnnkGH374IU6ePIlHH30U+fn5WLFiRZef2VPZAE/aIhVckE0jSwMXKFP+aqWCH8mWS5K3ZBK8LRYL9u/fj1WrVvGPKRQKzJgxo8uS3Z60tLTAarUiIiKi0+Pbt29HTEwMwsPDccUVV+CJJ55AZGRkj+cxm80wm9vL/5tMJgCA1WqF1eq9kR7uXN2dMzkiCOcazcirNGFUnHRHRNz10R/OVjpfu4QwHRjWDqvV7tXzC92/juJDnVNYjW02nDO1INwLCab97Z/dbu/0vHfffRf3338/Ro8ejeHDh+OFF17AjBkzYLPZOv1dnf//APhjJk+ejE2bNuGJJ57AY489hpkzZ+Kee+7BK6+8wh/7hz/8AadOncJDDz2EtrY2XHfddVi2bBmysrL4Y5YvX47a2lo88MADqKqqQkZGBh599FGkpKR0+RtPigjq9Fhf2iIWvb2GieGumjnnmkTXdk+I6W+wwFV3aLBR67f3CqEkRwbhbHUzTleaMDk5bEDn8mX/PD0nw4rpI6YbZWVlGDRoEHbt2tUpIfOhhx7Czz//3GVovTt33nknvv/+exw7dgw6nQ4A8MEHH0Cv1yM1NRVnzpzBo48+ipCQEOzevRtKpbLb86xduxbr1q3r8vj7778Pvd4/nxj+e0aB36oUmDPYgSsT5ZUn4U97zjF4L0+J4WEO3DVS/r/H1fuUaLAyWDnahuRQoVvje5s2bUJJSQk2bNjg1fO+mqtAbr0CC9LsmBLr2S3UV23xtUM1DDafUiIpmMUDY737YSKQ2BzAX7OVYMFg/UQbwuS7GA4A8EWBAj+VK3BpnAN/SBXvvbWlpQU333wzGhoaYDAYejxOMiNLA/X000/jgw8+wPbt2/lACQC/PBgAxowZg7Fjx2LIkCHYvn07pk+f3u25Vq1a1WmawGQy8flQ7n7ZfWW1WpGVlYWZM2d2SmwFgOId+fgt6zTUEQmYO3dsD2cQP3d99IdT2/KAvLOYMCwJc+eO9Pr5he7f+f6vbA/2FdZj8IgJmDs2fsDnE1v/nn/+eUyfPh3BwcH4/vvvsX37drz88suYO3duv8/ZXR83nvgFQCuuvjwTk1Miun2eL9riC729hkMqGrH51G40ONSYO3e2AC0cGLFco/nVzWCzdyJIrcCCa6/06pSsWPrYkWlvCX768jgQGoO5cy8Y0Ll82T9uZqg3kgmWoqKioFQqUVlZ2enxyspKvlZLTzZu3Iinn34aP/zwQ6elx91JS0tDVFQU8vLyegyWtFottNqu22Ko1WqfXKjdnXdorHNYoKi2VTR/HAPhq99db0rqncmHqdEhPv35QvXvfMmRIdhXWI/SerNX2yOW/u3fvx/PPfccGhsbkZaWhpdeegl/+ctfvHJuro9mm53fS3BYbFiP/fZlW3yhp9cwLdb5AbCh1YZmKyvZ+kBCX6OlDc6VncmRwdBofPM7FLqPHQ2Jcb5HFdd57z3KF/3z9HySCZY0Gg0mTpyIbdu2Yd68eQDAJ2t3l3jJefbZZ/Hkk0/i+++/x6RJk3r9OSUlJaipqeHrpohVxy1PqFhc/wXK6hQOn+QtshVx3vLRRx/5/GcU17bAwQLBGiW/0EKotviDXuPc66vSZEZBTQvGSzRYElphgBS/5Zy/H2V3q0alRFKr4VauXInXX38d77zzDnJzc7F8+XI0Nzdj8eLFAICFCxd2SgB/5pln8Pe//x2bN29GSkoKKioqUFFRgaYmZ5JdU1MTHnzwQfz2228oKCjAtm3bcO2112Lo0KGYPVvcw83JEc5gydRmQx2VD+g3vsZSgNzAuBu12MoHSEm+awl9anRwwHxIoRVxA8fVxUuReYkSTsf9KOVQPkBSwdKNN96IjRs3YvXq1Rg/fjxycnKwZcsWxMbGAnBW+y0vL+ePf+WVV2CxWPDHP/4R8fHx/L+NGzcCAJRKJQ4fPoxrrrkGw4cPx5IlSzBx4kT88ssv3U6ziUmQRon4MGfulVyWZvpbY5sVtc3tQ+OBgC9MSQVN+y3ftaIpNSpE4Jb4TwrVWhqwQClIyVEqGAwO58qVSP89SjLTcJwVK1b0OO22ffv2Tl8XFBS4PVdQUBC+//57L7XM/1Iig1He0Ib86mZMTBZ3bSgx4qbgIoM1CNFK7k+hX7gbdYWpDW1WO3Tq7ld8kp5xH05SA2Q0EqCRJW9o37A7cK6bpAg98qubUVTTgqlDhG7NwEhqZIl0RnvEDUygTcEBQLhejVBXYFhMU3H9wgdL0YExQgB03GKJ7jX9YXew/N9boAVLgDym/SlYkrBU147gVMW7fwItuRtw7qeWJOINdaWgvQpz4ARLYt6EWQrK6lthtbPQKBWID5P3TgEdyWlBCQVLEsZ/2qORpX7hNpRNCqA3PaD9054cbmD+1tZhr6tACrK5N72aZgtMbbSgpK+4IHNwRJDkV4X1BXevkcMoNgVLEpYW3R4sSaQQu6gE4sgS0D7tWEQjkn1WUtcK1lU2ICI4cJbQh+rUiApx9pcWB/RdoeuDWaCshOPIaRSbgiUJS4zQQ8EAzRY7zjWZe38C6SRQNrU8H1d2Qg55BP5WzOe5BU7ZAE4y5S31W6Dea7iRpYZWKxokXuKGgiUJ06qUSDA6579pSW/fWGwOlDc4qzAHUoI3IK88An/jVoMlRQRO3gmH8pb6j0uVCLRRbL1GhagQZxkeqX84o2BJ4lL5St5NArdEWkrqnFWY9RolokPEXVPL27hPeyW1rbA7aPq2L9qXfwfWdApAOZIDwQUKyVGBd920fziT9nVDwZLE0ae9/uHe9JIi9AE3nZJgdFbWtdgdsqis60/FHa6bQEP3mv5hWZafugy0nCWgfTRN6tcNBUsSR/kn/cMlqQbim57cKuv6U2EAXzfcGz2VKumbqkYz2qwOKBhgkDHwpm8TZbIijoIliUuUUdEvfwrUhEtOIm170mcsy7ZPpwTgdcMFS+cazWg22wRujXRw95pB4UHQqALvLVcuI5KB98rJjFwuRH8L1BpLnGSqtdRnVY1mmG0OKBUMv7AikITp1TDq1QDoftMXgTwFB8hn824KliROTksz/SlQayxx5HID86eiWufqyQSjDmplYN46aY+4vmtfQRmY9xpuFLu8oRUWm0Pg1vRfYP7Fy0iwVtVeLI7e+DzicAT2dArQYc8mGiHwWHFd4OYrcVJcfy8FdN14jPtgFqgjS9EhWgSplXCwzlXIUkXBkgzIabNCfwiE6RSbzX1OCY0Q9B03spQUEZhvekD7Gz5dN54L9PxIhmFk8R5FwZIMtO/1RTcwT3A3+kHGINlNp9TW1uLuu++GXq/H119/3eNx3DVjarOhvsXir+ZJWrErWArUNz0ASIniRpboXuOJjmUDArE2FydJBtP+8nqnCFBckjJNqXimUIZTcDabDZs2bUJaWhpeeeUV2Gw23HXXXTCbu98GJ0ijREyosxgnJet6poim4TqMSNI144n6Fisa25yjvAF93chg2p+CJRlIlsEQpz/JrcbSDz/8gNGjR2PFihVoaGiA3W4Hy7IoLi7Giy++2OPzaNuTvikK4IKUHG4arryhDW1Wu8CtET9uVCnOoEOQRilwa4STJIN7DQVLMiCnnZ39gfuDlXrCZV5eHq655hrMnDkTeXl5Xb7PsizWrVuHioqKbp/fXmuJplR602YHapudq00DbS/BjsL1aoTqVADow5kn+CKmAXzNAPJYUELBkgwky2Rppr9wwYGYbmDNzc04ffq0R8eaTCY89NBDGDFiBL777jsAgN3e/ad8i8WCVatWdfs9qv7uuRrXrjDhejUMOrWwjREQwzC0R1wftK+EE8+9RggdE7xZVpr7UVKwJAPRoVro1Ao4WKC0vlXo5oie2HKWWJbFvHnzMGbMGBQVFfV4nMPhwObNm5GWlobnnnsONput11VvAPDpp592e4Oigqaeq25z7h8YqEVMO6LrxnOFlNwNABgcroeCAVqtdpxr6j6PUuwoWJKBjkszaUmvew0tVtS7ineKJffk7bffxg8//ACr1YoHH3yw22N27tyJCy64AEuWLEFNTQ0cDvcjiAqF80/78ssvR3Z2drebBcthhYq/1Lju72K5ZoTEjyzRvaZX7SvhAvu60agUiA9zlmmR6h5xFCzJBFf7RaoXor9w5RWiQ7XQa1QCtwYoLS3FPffcA8A5cvTRRx/h119/5b9fVFSEG2+8EdOmTcPRo0c9OifDMEhOTsbXX3+NrVu3YsSIEd0ex03fVpgoWbc33MhSoFZ874hyJD0X6AUpO2r/QC/N64aCJZmQ+oXoL2La5oRlWSxbtgxtbW38Y0qlEitWrEBTUxPWrl2L4cOH49NPPwXQc15Sx+cGBwdj48aNOHHiBK666qpuR5Q4EcEahGhVYCVeWdcfuJwlGlnquK8gjSy509hmRU2zs4aZmPIjhSL16VvhP1oTr6C9vjzDL/8Wwc3rvffew7ffftvpMbvdjkOHDiEhIQHNzc29TrcBziDJ4XBg8eLFePLJJxETE+PRz+emb4+Xm1BY04KhMaH96kcgaM9ZEv66ERqXf1NW3war3SG7wq7ewgUFEcGagF4UwOH+dqQ6+zGgq3zMmDEoLi72VlvIAFD+iWf4hEuBt6woLy/HXXfd1ePIT1NTU6+BEvfczMxM7N+/H6+//rrHgRJHDtsQ+JrN7kCtq8h5oOeeAEBMqBZalQJ2B4vSOlpQ0pNA3+bkfO07TUjzXjOgYKmgoABWK+10LwZyWJrpD2K4gbEsizvuuAPNzc09vla9vYYMwyA+Pp7PcZowYUK/2iL1oXF/KDe1wcEy0KgUiA3VCd0cwSkUjOTf+PyBm6akfCUn7gOqVO81NH4qE4PDg8AwQIvFjuom2uurJ2KYhvvwww/x5Zdf9pqD1B2lUgmdTof169cjLy8P8+fPd5uX1BsakewdtyfcYGMQFIr+/67lhJ/2pxVxPSqsporvHXG/h+omM1osvZc8EZsBBUsXX3wxgoLkuWu71GhVSsQbnJ96iyjxslttVjsqTM5MXaESvKuqqrB8+fI+BzhKpXOrhBtvvBGnT5/GY4895pW/vfZPe3TN9KTIFSwlRtC9jpNEBU17RWUDOgvTqxEW5MzdkuJ1M6Bg6dtvv0V8fLy32kIGiEYJ3CupawHLAiFaFSKCNYK04c4770RjY6PHU6VcUDV27Fjs2rUL7733HgYPHuy19nA38uK6VjgcNH3bHdoTrqskV+Ao1SkVfyjii9/SNBynfURSetfNgIIlg8GAs2fPeqstZICkPifsa4UdNtAdyNRVf33yySf49NNP+zT9plAoEBsbi99++w1Tpkzxepviw3RQKRhYbA5+1I10VuxKYk6ikSUeFwDQB7PudRrFppElXqKEF5QMKFiiRGJxSZJw1O4PQiZ3V1dXY9myZX0O0ux2OyorK/Haa6/5pF0qpQKDw2mUwB3uxp4YTsESp+MoNr0PdMWNYgdrlIgUaBRbjJIlXA9QcgnemzZtQkpKCnQ6HTIzM7Fnzx63x3/88cfIyMiATqfDmDFjutS1YVkWq1evRnx8PIKCgjBjxgyPNzQVG1oG7p6Qyd333nsvTCZTv99YHnvsMdTW1nq5VU7cpz2p1j/xJZZl+ZwlmoZr13FBiVT3+vIlfhQ7MliQUWyxkvJ71ICCpVtvvRUGg8FbbenVhx9+iJUrV2LNmjU4cOAAxo0bh9mzZ6Oqqqrb43ft2oWbbroJS5YswcGDBzFv3jzMmzev07YRzz77LF566SW8+uqryM7ORnBwMGbPnt2pqrJU8MvAJXgh+oNQNZays7Px8ccf92v1G6epqQlr1qzxYqvatV83lOR9vvoWK5rMzpU7NLLUTqtSIsG11xeNZHclpp0CxETKebUDCpb+9re/ISIiwltt6dXzzz+PpUuXYvHixRg5ciReffVV6PV6bN68udvj//nPf2LOnDl48MEHMWLECDz++OO44IIL8P/+3/8D4PzU+OKLL+Kxxx7Dtddei7Fjx+I///kPysrK8MUXX/itX97CRe3nGs1otdBeX+crrPX/NFxtbS02bdo0oE+XXIXuf/3rXz1+MBgIynXrGXfNhKlZ6NRKgVsjLlIeJfC1IgHuNVLA5bqV1LXALrEFJQPa7mTkyJHIyclBWlqat9rTI4vFgv3792PVqlX8YwqFAjNmzMDu3bu7fc7u3buxcuXKTo/Nnj2bD4Ty8/NRUVGBGTNm8N8PCwtDZmYmdu/ejQULFnR7XrPZDLO5fejZZDIBAKxWq1eLdHLn8vScwWoGBp0KpjYbzlY1YHis+Lev6Gsf+8vuYPlppgSDxm/FVNevXw+TycQv/Xc3uqRQKBAcHIzQ0FAYjUaEh4cjPDwcRqMRYWFhGDRoEPR6vdfbPihMC8A58tbXc/vr9RNKfpXzbztKJ98+9vc1TAzXYTeA/HONov7dCHGN5lc3AQAGGbV++blS+TuMDFJCrWRgtbMormnEIKNno7W+7J+n5xxQsOTPxL7q6mrY7XbExsZ2ejw2NhYnTpzo9jkVFRXdHl9RUcF/n3usp2O6s2HDBqxbt67L41u3boVe7/1PEllZWR4fa1AqYQKDz7N+xZgI6UTufeljf9SaAatdBSXDImfXTzjspzQCo9GIOXPmIDg4GMHBwdDr9dDr9d1+rdPpeh2B2rZtm9fbWNYMACqcqWjoktPnKV+/fkL5oYQBoESkjpVtHzl97V/LOefvZveRPAxtO+WbRnmRP1+/3CIlAAYVp4/i23NH/PZzpXCNhquVqLIz+Pi77Rge1rf3KF/0r6XFs5FR2ki3H1atWtVpxMpkMiExMRGzZs3yag6X1WpFVlYWZs6cCbXas40Yt5gOoeRYJWLSRmLu1GSvtcVX+tPH/vjtbC1wYB8SI4Lx+6um+eznnG/mzJl+6d9AtFhseObwj2ixM7jo8pl84ThP+Ov1E8ovnx8DiksRpWNl28d+v4ZHKvB10WHYg8Ixd26m7xo4QP6+Ru0OFn/d8wMAFn+88lIkhvt+Kk5Kf4efVR9A1elqJAwbg7mTPKsZ58v+cTNDvRlQsPToo4/6LWcpKioKSqUSlZWVnR6vrKxEXFxct8+Ji4tzezz338rKyk7FNSsrKzF+/Pge26LVaqHVars8rlarfXKh9uW8KdEhACpRUt8m+j+ajnz1u+OUNjinTZMjgwX5vfi6fwMRplYjOlSLc41mlJksiDL0/eYu5v4NBFdjKVIr3z5y+tq/tBjnB8PiulZJ/F789fpV1bfCamehUjBIigyFSum/RedSuEaTo4KB09UoaTD3ua2+6J+n5xvQq7hq1SoYjcaBnMJjGo0GEydO7DQN4XA4sG3bth6L9U2ZMqXLtEVWVhZ/fGpqKuLi4jodYzKZkJ2d7ZMCgP5ASZfdEyK5W0qS6brpFvf7iNJJZ0rbX7iVTdVNFn7FIGlfdTs4PMivgZJU8O9REltQ0q9XcseOHdi3b1+nx/bt24cdO3Z4pVE9WblyJV5//XW88847yM3NxfLly9Hc3IzFixcDABYuXNgpAfzee+/Fli1b8Nxzz+HEiRNYu3Yt9u3bhxUrVgBwbiVx33334YknnsCXX36JI0eOYOHChUhISMC8efN82hdfSZbohehrRR2qd5OukiRcLM5XOlZhjtIJ3BgRCgtSw6h37fVF1w2viC9+S9ucdEeqH+j7NQ132WWXISMjA8ePH+cfu+2223Dq1KkB1ZLpzY033ohz585h9erVqKiowPjx47FlyxY+QbuoqAgKRXv8N3XqVLz//vt47LHH8Oijj2LYsGH44osvMHr0aP6Yhx56CM3NzVi2bBnq6+sxbdo0bNmyBTqdNO+OfIFB19JMJe2SDqC9hhDdwLpH1d+7Kqlr5aswB6to5KQ7yRF61Lc0oKi2BSMT/FdzT8xoFNs97h4stc27+xws/elPf8Jbb72FWbNmdXp827Ztflm2uGLFCn5k6Hzbt2/v8tj8+fMxf/78Hs/HMAzWr1+P9evXe6uJgkowBvFLMytMbR4vzZQzlmUF3epECqgwZVdcqYnECD0YhqpUdycpMhiHShpQRNcNj0ax3eN+L6Y2GxparAjTizvHitPnabiGhgYsXboUl1xyCZ566imUlpYCABISEpCcLP7VV3KnVDAYHM5NqdANDHBWYW5sc44M0A2se0muwpQ0stSO+/uhyt094zYXpunbdgU1NIrtTpBGiehQV203CQXZfQ6WvvjiC5SWlmL58uX48MMPkZKSgiuvvBIff/yx6AtiBQra66sz7uYVZ9BRFeYecCNL5aY2mG1U/R1on07hAgLSFVf9XWr5J77CsmyHnCX6YNYTKW6o268E7+joaKxcuRKHDh1CdnY2hg4dyidG33///ZLdiFYupHgh+hJNwfUuMliDYI0SLAsUuzaODXQdp+FI97hcN7rXONW1WNFoplHs3khxj7gBrWssLy9HVlYWsrKyoFQqMXfuXBw5cgQjR47ECy+84K02kj7iVzZJ6EL0Je5GnkLD4j1iGAZJrt8PjUg68TvH08hSj7gPIKX1rbDaHQK3Rnjc1G2sQUuj2G5IsXxAn4Mlq9WKTz/9FL///e+RnJyMjz/+GPfddx/Kysrwzjvv4IcffsBHH30km4RpKeKidnrTc+JuYMlR9EnPnfb8E+nkEfgKy7L8p14aIehZbKgOGpUCdgeL8vo2oZsjOH4D3Qj6YOZOsgRHlvq8Gi4+Ph4OhwM33XQT9uzZ022l68svv9xvxSpJV8k0NN4Jn3BJNzC3+CW9ErqB+UpVoxlmmwNKBYOEMB2OCd0gkVIoGCRF6JFX1YTC2mb+g1qg4kcjA/z30Bsp1lrqc7D0wgsvYP78+W7rEBmNRuTn5w+oYaT/uL2IGlqtklqa6StFVPfEIxRkt+OumQSjDmqqwuxWMhcs1bTg4mFCt0ZYfH4kjUa6xa2+LWtohdlmh1Yl/inLPt8FbrvtNskWbAwUwVoVokKcSzOlFLn7QmObFdVNFgAULPUmRaLF4nyhkGrleCxRgqMEvsLVm6KRJfeiQjTQuxaUlNZJY0EJfWSSKSoy6MS96UUGaxCqC+wRtt4k87lurbA7AnsvtCJXwJhEU7e9ah+RDOx7DdBx5S1dN+4wDCO5hUgULMmUFOeEfYGm4DwXHxYEjVIBi92B8gZpfNrzFbpuPEfTt06tFjuqGp2V3mkarndJEqsHSMGSTElxaaYvcMndVDagd0oFg0SqyAygY0FKetPrTVKHwpQsG7gjklyAHapT8RsMk55JbfNuCpZkikaWnAqraXVKX3BBZUGAT6kUU7DkscSIIDAM0GKxo6bZInRzBMOXKInUg2FoA/PeSG1EkoIlmZLahegrNLLUN+07ggfuddNktvGLAijI7p1WpUS8wbnoJ5CvG6qx1DdSK4JLwZJMcTf58oZWWGyBW1mXck/6JsVVuLOgOnBHlrip63C9GgZaFOCR9hVxgXvdUI2lvuk4+yGF6VsKlmQqOkSLILUSDta5FUEgarPaUd7grCpMq1M8QyNL7QF2El0zHqOR7PY8N0ru9swgYxAUDNBqteOcKzFezChYkqlOSzMDNP+kY8JlOCVceiSlQ8kJR4CWD+Br5dCbnse4IDuQF5Tw5SZoZMkjGpUCCUbnghIp5NZSsCRjgV4sruMGupRw6ZlBxiCoFAzarA5+GXSgKaIRgj6TWs0cb7PZHShxFVekUWzPSWlFHAVLMsZvViiBC9EXCumTXp+plAoMDnd+2gvUFXFUvbvvpLgxqjeVN7TB5mChUSoQZ6AdLjwlpeuGgiUZa6/iLf4L0RfaV8LRm15fJAf4tiftOUt03XiKWwF2rtGMFotN4Nb4HxdgD44IglJBo9iektLsBwVLMpYosQqp3kZbD/QPF1wWBOCIpM3u4PeqohWUngvTqxEW5MwLlMIbn7dx20rR1G3fcEG2FD6YUbAkY8kSW5rpbbQDeP8E8sgSP52iUiA2lKZT+kJK+SfeVkQfzPqFpuGIKAwO1/OVdc81BVayrtXu4EsmpETRDawv2mstif8G5m3cTTsxPAgKmk7pk6QAzpGkPLf+4a6Z6iYLGtusArfGPQqWZEyjUiAhzJmsG2hTcaV1rbA7WOjUCsSEaoVujqR0HFkKtBFJetPrv+SI9rITgaaQit/2i0GnRmSwBoD4RyQpWJK5QB0a77jNCZUN6JvB4c5icc0WO7/tR6Dgc09oOqXPArUwJcuyfI0lum76LtU18p8v8l0DKFiSuUDdUJdGCPpPq1LyxeICLW+JNtDtv6QIae315S01zRY0W+xgGOemwqRvuDQJsW+xRMGSzAVqHgFfkJLylfqF23hY7J/2vI2C7P7jRpZK6lphswfOfpTcNRNv0EGrUgrcGunhR5ZE/sGMgiWZC9RaS4X8sDi96fVHIE6psCxLGy8PQJxBB41SAZuD5fdkDAT89jh0zfSLVD6YUbAkc4E6DcflLHF1PEjfcDewQKriXdtsQWObzTWdQm98faVQMBgcwU3fBs79pr1ECd1r+qN99a247zUULMlcIFbWtTtYFNdSYcGBCMSRJe6TbUJYEHRqmk7pj0BcEcelONDIUv9wH8zqWqxoaBFv+QAKlmQuTK+GQacCAD6AkLsKUxssdgfUSoZPVCZ9wyddBlD5AC5YSqU8t37jVoMFUo5kAU35D0iwVsWXdxFz3hIFSwEg0CoyF7re9BLD9bRPUz9x07eNbTbUifjTnjdRsDRwgTjtz+e50TRcv0lhRZxkgqXa2lrccsstMBgMMBqNWLJkCZqamtwef/fddyM9PR1BQUFISkrCPffcg4aGhk7HMQzT5d8HH3zg6+74VZKESsp7Q0ENJekOlE6tRHyYc7uPQMlb4oIlWkHZf4E2fdtktvG1yGgarv9SJZDkrRK6AZ665ZZbUF5ejqysLFitVixevBjLli3D+++/3+3xZWVlKCsrw8aNGzFy5EgUFhbijjvuQFlZGT755JNOx7711luYM2cO/7XRaPRlV/wu0ApTUmFB70iO1KO8oQ2FNc24IClc6Ob4HHejTqNgqd867vXFsqzsC8Jy043GDhsJk75LjRb/ghJJBEu5ubnYsmUL9u7di0mTJgEAXn75ZcydOxcbN25EQkJCl+eMHj0an376Kf/1kCFD8OSTT+LWW2+FzWaDStXedaPRiLi4ON93RCDtu8iL90L0psJqGlnyhpTIYPx2tjYg9ohzOFj+74Om4fpvcLjzb67JbENtswWRIfLeaogrG0CbdQ8Mv/qWRpYGZvfu3TAajXygBAAzZsyAQqFAdnY2rrvuOo/O09DQAIPB0ClQAoC77roLt99+O9LS0nDHHXdg8eLFbj8Rmc1mmM3tG9OaTCYAgNVqhdXqvfwO7lwDPWei0Tmdkn+uyavt8wZv9bGjgmrn9Oxgo1bw/vqif/4y2IPrRsr966i8oQ1tVgdUCgaxIapO/ZFLH3vizf4pAcQatKg0mXGmygSD1jjgcw6UL1+/s+caATi3CBLy+pD6NZpodO4Pl1/dDIvF0uX915f98/SckgiWKioqEBMT0+kxlUqFiIgIVFRUeHSO6upqPP7441i2bFmnx9evX48rrrgCer0eW7duxZ133ommpibcc889PZ5rw4YNWLduXZfHt27dCr3e+58wsrKyBvT8RisAqFBa34ovvvoWGhGuih5oHzksC5w9pwTAoODIXnyb55XTDpi3+udPNTUMACUOnS3Dt98Wuz1Wiv3r6FSDs68RGge2fr+l22Ok3sfeeKt/IawSlWDw1Y+7UR4tnpWUvnj9fj2rAKCAtbYM335b4vXz95VUr1GLHQBUMLXZ8PGX3yGkhxlNX/SvpcWzkXNBg6VHHnkEzzzzjNtjcnNzB/xzTCYTrrrqKowcORJr167t9L2///3v/P9PmDABzc3N+Mc//uE2WFq1ahVWrlzZ6fyJiYmYNWsWDAbDgNvLsVqtyMrKwsyZM6FW938+nGVZPHP0JzS22TBy8sUYHhvqtTYOlLf6yDnXaIblt5+hYICbr50DjUrYNQze7p8/pZY34q1Tu2FyaDB37uXdHiPl/nVUv6cYOJ6LUcnRmDv3gk7fk0sfe+Lt/u0wH8WZA2UITxqOuZcP8UILB8aXr9+Hb+8DKmtx+eQxmHvBIK+euy/kcI0+f3IHyhvaMHTCVFyQZOz0PV/2j5sZ6o2gwdIDDzyARYsWuT0mLS0NcXFxqKqq6vS4zWZDbW1tr7lGjY2NmDNnDkJDQ/H555/3+ovOzMzE448/DrPZDK22+/l2rVbb7ffUarVPLlRvnDctKhiHShpQXG/GqMERXmqZ93jrd1dqcg6LJxiDEBwknnwJX10bvjQk1hn417VY0WJ11uzqiRT711FRnXN7jrTo0B77IfU+9sZb/UuNCgEAlNabRfX78sXrV1znrF3n7rrxJylfo6lRwShvaENxvRmZQ/z3N+jp+QQNlqKjoxEdHd3rcVOmTEF9fT3279+PiRMnAgB+/PFHOBwOZGZm9vg8k8mE2bNnQ6vV4ssvv4ROp+v1Z+Xk5CA8PLzHQEmq0qJDcKikAWfOiTeBzhv4DXRpJdyABWtViA7V4lyjGYW1zRirNwrdJJ8poBpLXpPEFaaUeRVvq92BsnpnkE0rbwcuJSoYu87UiDbJWxJ1lkaMGIE5c+Zg6dKl2LNnD3bu3IkVK1ZgwYIF/Eq40tJSZGRkYM+ePQCcgdKsWbPQ3NyMN998EyaTCRUVFaioqIDdbgcAfPXVV3jjjTdw9OhR5OXl4ZVXXsFTTz2Fu+++W7C++gq/s7NIL0Rv4QpvUs0T72hfSSnvFXFUNsB7kgOkVElpXSvsDhZalYKvQE36j6+1JNJV25JI8AaA9957DytWrMD06dOhUChw/fXX46WXXuK/b7VacfLkST5Z68CBA8jOzgYADB06tNO58vPzkZKSArVajU2bNuH+++8Hy7IYOnQonn/+eSxdutR/HfOTQAmWCviRJQqWvCElMhh7C+r4quhyZLM7+IKtXL0X0n9cyY6qRjNaLXYEiXFFiRcUuq6ZpAg9FLRTwICJvYq3ZIKliIiIHgtQAkBKSkqnPawuu+yyXve0mjNnTqdilHKW5noTOHuu56rnclDE79NEb3re0L5HnHxHCUrqWmFzsNCpFYgN7X2qnrgXFqRGqE6FxjYbimpbkB4nngUl3lREe8J5VWqHYEmMBU0lMQ1HBq7jzs51zRaBW+M7BZSz5FXt21eI89OeN/DbnEQG0wiBFzAMExDXDTfNmER7wnlFUoQeCgZotthxrsnc+xP8jIKlABGsVSHO4CoyKNMbWH2LBQ2tzgJjSVRR1yv4yroyHlk6y+Ur0RSc13Cbysp5P0puGo5GlrxDo1JgUHgQACBfhAuRKFgKIO1TceK7EL2Be0OPNWhlmyfhb1yifHWTGU1mm8Ct8Y2CDiNLxDsCYfNubl84WkziPe0fzsT3HkXBUgBpT/KWZ95SIeUreZ1Bp0ZksHMrArlOqeRT2QCvk/uKOJZl+UCQ9oXznvb3KPFdNxQsBRC5r4jjbsx08/Ku9vwT8d3AvCGfpuG8Tu4jS+cazWi12qFg2jcPJgMn5g11KVgKIEOinZV15TsN55pOoRECrxLz0PhAtVntKGtwVmGmaTjv4T6YFde2wGp3CNwa7+PyleLDggTfUklO+BVxIrzX0KscQDqOLDkc4tng0lu4HAJKuPQublqzUIRD4wNVWNMClgUMOhUiXNONZODiDDroNUrYHKwsRyT5nQKi6F7jTSkdgiWxvUdRsBRABocHQa1kYLY5UG5qE7o5XlfAT8PRCIE3cW8IYvy0N1Bc/l5qdIjo6rpIGcMw/Ej2GRnWduNqLFHZAO8aHB4EpYJBm9WBykZxvUdRsBRAVEoFv6RebsUpm8w2VLtqc9DqFO/iR5ZkOELAJZKm0jXjdUNcOWByDJaobIBvqDu8R4ktt5aCpQDD7QgutgtxoLgpuIhgDcKCpLnrtlhxW8dUmNrQarEL3Brv4keWXH8XxHv4kaUqed1rAFpM4kv8fpQim/anYCnAyLXWEr+BLt28vM6obw9A5ba6iS8bQCvhvG5IjIyn4WqpxpKvpIi0xA0FSwGG21X9rMxGlmgDXd/ifq9yG5Fsn4ajYMnb2keWmnrdp1NK6potqHVtGUUrKL1PrLWWKFgKMHItTFlUSwUpfak9b0k+wZKpzcrnudGqJu9LiXLu9dVotuFco/j2+uqvPNdI2SBjEIK1ktmLXjLEWqqEgqUAw003lNS1wmyTT/4JN79NCZe+wecRyCjJmyt8Fx2qRaiO8ty8TatS8tPieTKaisurcvaFm2Yk3sV9oC+qaYFdROUDKFgKMNEhWoRqVWBZea1uoq1OfEuOI0t8vhJdMz7TXj5APtcNFywNjaZgyRcSjEHQKBWw2B0oq28Vujk8CpYCDMMw/OiSXJK826x2vm4U5Sz5BjdNJacAm/aE8z0+ybtKfiNLQ2lkySeUCgaJEUEAxDUVR8FSAJLbHnEldc4qzCFaqsLsK9zIUllDK9qs8pi+pZVwvifHWksULPkev+2JiN6jKFgKQGl8rSV53MA65itRFWbfiAzWIMQ1fVtSJ4/RpQIaWfI5ue1H2WKxodQ1NUTBku+IcUUcBUsBSG7TcPwGupR74jMMw/DJ82IrFtcfLMvy5TMoWPIdLlgqrW9Fs9kmcGsGjrtnRgRraBTbh8RYa4mCpQCUJrNpuCLaesAvxLqktz9qmi1obLOBYaiQqS+FB2sQ6Qoq5HC/OV3VCICSu30tlb/XiOeDGQVLAYj7JF3TbEFDi1Xg1gwcv4EuBUs+xf1+5ZDkzU3BDTIGQadWCtwaeZPThrpUNsA/uJGl4toW2OwOgVvjRMFSAArWqhBr0AIAzopomLO/qGyAf8hpZImm4PxnSIwryVsGK+Iouds/4gw6aFUK2BwsSurEUT6AgqUAJZcVcVa7A6WuPybKWfItOY0sUdkA/5FTrSUKlvxDoWD4+3m+SD6cUbAUoFL5FXHiuBD7q6y+FTYHC61KgZhQrdDNkTVuaLykrgUWmziGxvsr/xwFS/4il2k4q93Bf1CgYMn3uNpuYikfQMFSgBoikxVxXPtTIoOhUFDZAF+KCdVCp1bAwYJfPi1V/ApKCpZ8ji8fUN0squ0r+qqwphk2Bwu9RomEMJ3QzZG9FJHVWqJgKUBxn6jPiuRC7K+Tlc7VKcNi6ZOerzEMI4u8JYeD5UdU0yhY8rlB4UHQqBSw2BySrtHFJ3dHh1A9Nz9I5afhxHHNULAUoDpWSHVI+NPeKVewlB4bKnBLAgOftyThILvc1AazzQG1ksEgY5DQzZE9pYLhg1IpT8VRvpJ/pYqs1hIFSwEqMUIPlYJBq9WOCte+alLEBUvD4yhY8ocUEdY/6StuWD8xQg+Vkm6B/tC+R5x0g2wKlvyLC5ZK61pFkSNJd4oApVYq+GJ8Uk3ytjtYnK503sCG08iSX3DlGQolPA13lqbg/E4OSd555yhY8qfoUC2CNUo4WKBYBOUDKFgKYFLPWyqubYHZ5oBWpaAqzH6SEintABuglXBCkPqGug4Hy4+KUbDkH84tlsSTI0nBUgBL41fESfMG1jG5W0kr4fyCe6Moqm1Bm9UucGv6h1bC+Z/Uay2VNbSi1WqHWskgmT6Y+Q33gUYMtd0kEyzV1tbilltugcFggNFoxJIlS9DU5P5N/rLLLgPDMJ3+3XHHHZ2OKSoqwlVXXQW9Xo+YmBg8+OCDsNmkv+GjJ6Rea+k0l68UQ1Nw/hIdqkW4Xg0H257DITVUkNL/uA9mtc0W1DZbBG5N33HXekpkMOW5+RFfa4mCJc/dcsstOHbsGLKysvD1119jx44dWLZsWa/PW7p0KcrLy/l/zz77LP89u92Oq666ChaLBbt27cI777yDt99+G6tXr/ZlV0RD6lW8T3L5SpTc7TcMwyDd9fs+UdEocGv6zmp38Bsvp0XRdIq/6DUqfuWhFEeyKblbGCmRNLLUJ7m5udiyZQveeOMNZGZmYtq0aXj55ZfxwQcfoKyszO1z9Xo94uLi+H8Gg4H/3tatW3H8+HG8++67GD9+PK688ko8/vjj2LRpEywW6X366Ssuj8CZ+yO9KZVTrjfr4VRjya8y4px/QycrTAK3pO9K6lphd7AIUiv5/RGJf3CjS1IckTxDyd2C4EvciCBYUgndAE/s3r0bRqMRkyZN4h+bMWMGFAoFsrOzcd111/X43Pfeew/vvvsu4uLicPXVV+Pvf/879Ho9f94xY8YgNjaWP3727NlYvnw5jh07hgkTJnR7TrPZDLPZzH9tMjnfNKxWK6xW64D62hF3Lm+esyOjToFgjRLNFjvOVpoEuRH0t49Wu4PfBDgtMshnv6OB8vVrKISh0c6/n9xyk+T6d7qiAYCzXpSn0+1S62Nf+at/aVF6/HIaOF1p8uvv0hv946b8UyLEea+R6zU6OEwDAChvaIPF7pv+eXpOSQRLFRUViImJ6fSYSqVCREQEKioqenzezTffjOTkZCQkJODw4cN4+OGHcfLkSXz22Wf8eTsGSgD4r92dd8OGDVi3bl2Xx7du3coHYt6UlZXl9XNywtVKNFsYfLr1F4yJEK44ZV/7WNECWO0qaBUscnb+hEMiz+/25WvobzWNAKDC4cJqvl9S6d9PZQwAJXTWBnz77bd9eq5U+thfvu5fS4Xzd7/7WD6+dZzx6c/qTn/7x7LA8VIlAAYVpw7i29KD3m2YF8ntGmVZIEipRKudQbXZN/1rafFs1ErQYOmRRx7BM8884/aY3Nzcfp+/Y07TmDFjEB8fj+nTp+PMmTMYMmRIv8+7atUqrFy5kv/aZDIhMTERs2bN6jTNN1BWqxVZWVmYOXMm1Gq1187bUVbTYZQcqUB4cgbmXpzqk5/hTn/7+O2RCuDQYWQkGHHVVZk+bOHA+OM19Lcmsw0vHP0RJiuDCy+6DHt3bpdM/7K/Og4UlmDKqCGYO3OYR8+R42vYkb/6F5lfi4/z96FJEYy5cy/22c8530D7V9NkRstvP4NhgNuunY0gjdIHrRwYOV+jbxb/hiOlJpxrZfCna2d4vX/czFBvBA2WHnjgASxatMjtMWlpaYiLi0NVVVWnx202G2praxEXF+fxz8vMdL6p5uXlYciQIYiLi8OePXs6HVNZWQkAbs+r1Wqh1XbNd1Cr1T65UH11XgAYEhMKoAJFtW2C/pH1tY9napxFyjLiDJK4OfjyNfS3cLUaiRFBKK5txdlaZ/V3qfSvsNZ53QyJ7ft1I5U+9pev+zc8PgyAK28MCujU/g06+tu/gjrnm+kgYxAMweLeQFeO12hqVAiOlJpQ3eab/nl6PkGDpejoaERHR/d63JQpU1BfX4/9+/dj4sSJAIAff/wRDoeDD4A8kZOTAwCIj4/nz/vkk0+iqqqKn+bLysqCwWDAyJEj+9gbaeKSLqW2Io5P7qaVcIJIjzWguLYVJyubECV0Y/qAClIKJzpEi1CdCo1tNhTWtPCrKsWOVsIJi6uHdq5N2FwLSayGGzFiBObMmYOlS5diz5492LlzJ1asWIEFCxYgISEBAFBaWoqMjAx+pOjMmTN4/PHHsX//fhQUFODLL7/EwoULcckll2Ds2LEAgFmzZmHkyJG47bbbcOjQIXz//fd47LHHcNddd3U7ciRH3PLpsyLZrNBTp6poJZyQMlxvdNzefFLQZrWjrME5EkZbnfgfwzCS3PaED5ai6V4jhFRXrSUKljz03nvvISMjA9OnT8fcuXMxbdo0vPbaa/z3rVYrTp48ySdraTQa/PDDD5g1axYyMjLwwAMP4Prrr8dXX33FP0epVOLrr7+GUqnElClTcOutt2LhwoVYv3693/snFK7oV3WTBQ2t0lhJ0Wa185uhptOecILgRvS4WldSwFXuDgtSIzxYI3BrAhMXLEmpfACVDRAWV2vpnMDbw0liNRwARERE4P333+/x+ykpKWDZ9tVciYmJ+Pnnn3s9b3Jycp9XxchJqE6N6FAtzjWaUVDdjHGJRqGb1Ksz55rgYJ1vetGhgTECKDbcyNLpyiY4BgncGA/RFJzwuIBDkiNLFCwJgvt7bbAyaLHYECZQTpZkRpaI76TxG+pK4wZ22jWakR4bCoYRec0AmUqNCoZayaDZYkeduffjxSDfNbJEU3DCkdqGuk1mG8pdU7cULAnDqNfAGOQMkAprhBteomCJtCd5S2STS24D3eFxdPMSilqp4KdUylqkEbBy1zdtoCucIdzIUlUzHA7h6rp56oxrVCkqRAOjnqZuhfLwnOFYPNyOBKNwqxEpWCL8MOdZiayIa9/mhPKVhMRNxZULvxOBR2gDXeElReihUjBotdpRYWoTujm94qbghlByt6D+eMEgjI9kERYkXFkECpZI+4o4iYwsta+Eo2BJSOmuPeKkMrLEJXhTsCQctVKB5EjnohIpTMXludo4jFbdBjwKlghSO9Ra6pgkL0bNZhuKXYUFKVgSVvvIkviDpYZWK6qbnJtj0zScsPjyARJYEUdlAwiHgiWCxHA9lK6h8UqTuLN18/gcAi0iaPm3oLiiglVtgNnmELg17nGjGDGhWoRoJbMIWJb4vCUJjGSf4VfC0QezQEfBEoFGpUBShHNo/KzIh8a55O50Su4WXHyYDqE6FRwsI/oK8MdKGwAAIxO8t3cj6Z+hEqm1ZLE5UFjrTMijlXCEgiUCQDpJ3lxy9zD6pCc4hmGQ7srlEHtxyqOlzv29xgwKE7glZIhEai0V1DTD7mARolUh1kD13AIdBUsEQHuwJPYRglOuT6NS2VdK7rjtZsS+7ckR18jSqAQKloTGlSqpajTD1CbeXQP4lXAxIVTPjVCwRJy4G5jYp+GobIC4cK+DmEeWzDY7H8yNGUzBktAMOjViXJX3xbwClyt+S8ndBKBgibhw5QNOiziPoKHVytdmoaW84pDOjyyJ97o5WdEIm4NFuF6NhDDhitqRdlJYEZdHe8KRDihYIgCAkfHOxNeSulbUNVsEbk33TrtGBxLCdDDohCtORtoNd72RlDe0iXYjZi5fafSgMJpOEYkhMeLf9oT2hCMdUbBEAABhejVSXMXiDrvyO8SmfZsTmoITC0OQGkaNszaXWPOWuHyl0ZTcLRr8yJJIgyW7g+VTEihYIgAFS6SDsYONAIAjJfWCtqMnXA4B5SuJS4LeGSydqBBnsHSszBks0Uo48eACELGWDyita4XZ5oBGqUBieJDQzSEiQMES4Y11Jb8eKhHpyBIld4tSvHNAEicrTMI2pBsWmwMnyp3XzWhaCSca3MhSYU0LrHbxFTTNO+e8ZlKjgqFS0tskoWCJdMCNLB0W6cgSN80znJK7RYUbWTopwpGl01WNsNgdMOhUSIygEQKxiDPooNcoYXOwKKoV307MlK9EzkfBEuGNSjBAwQCVJjMqRbYjeHWTGTXNFjAM3cDEJr7DNJzY9hY82iFfiZK7xUOhYPhyJWJcEdexxhIhAAVLpINgrYoPRA6LbCqOG1VKitBDr6G9vcQkNghQKRg0ttlQ3iCuIJsqd4tXe5K3+Got0cgSOR8FS6QTsSZ5c8ndtM2J+KgUQGqUM3FJbFNxfOVuCpZER6wr4liWbQ+WqCAlcaFgiXQyTqRJ3rSBrrgNdwWxYloRZ7M7kFtOI0tiJdZg6VyTGaY2GximfWcDQihYIp2M6ZDkLab8E9rmRNy4pHsxrYjLO9cEs82BEK0KyRF6oZtDzsNNcZ2pahLVvYYbVUoM10OnVgrcGiIWFCyRTkbEh0KtZFDXYkVJXavQzQHgHBZvXwlHwZIYcdueiGlkictXGpVggEJByd1ikxyph4IBTG02VDWahW4Oj0s4H0b5SqQDCpZIJ1qVEumuCtliSfKuNDmHxZUdVtAQcRnumh49e65ZNHVzjlLlblHTqZX8h5+DRXUCt6YdJXeT7lCwRLrg6y2V1gvaDg6Xr5QSqYdWRcPiYjQoLAjBGiUsdgcKqsWxuokLlihfSbwmJocDAPYViChYOkdlA0hXFCyRLrgk78PF4hhZOs0nd9MUnFgpFAy/Z58YpuLsDhbHyrgNdA0Ct4b0ZFKKM1jaTyNLROQoWCJdjBlkBOD8ZO5wCJ94SducSEOGK1gSQ/mA/OomtFrt0GuUSI2iNz2xmpgUAcB5r2mz2gVuDWBqs6LS5MyfomCJdETBEulieGwIdGoFGs025NcIP6Vyqoo20JWC9FjxjCxx9ZVGxhugpORu0UqMCEJ0qBZWOyuKHElu6jY+TAeDTi1wa4iYULBEulApFRjl2nRU6H3iHA6Wn4ajYEnc0uOc010nK4UvH8CthKPkbnFjGAaTXHlL+wuFn4rbm+9sw6SUCIFbQsSGgiXSLS4pVuhPe6X1rWix2KFRKpASSbVyxIybhiuubUWT2SZoW47QSjjJmMgHS7UCtwTYU1ADAJicSsES6YyCJdKtcYniCJa4+kpp0cFQKelyFbPwYA1iQrUA2l83ITgcLI6XUeVuqZjYYWRJyOKUFpuDH93KpGCJnIfefUi3uCTvY2UNsAlYN+ckrYSTlHQRJHkX1DSjyWyDTq3AEKrLJXqjEsKgVSlQ12LFWQHLThwta0Cb1QGjXk17wpEuJBMs1dbW4pZbboHBYIDRaMSSJUvQ1NTznkIFBQVgGKbbfx9//DF/XHff/+CDD/zRJVFLiwpGqFaFNqsDp6uE27uJtjmRFjGsiDvqGlUaEW+g0UgJ0KgUGOeq7bZfwHpLe/Kd04AXpkRQxXfShWTuJLfccguOHTuGrKwsfP3119ixYweWLVvW4/GJiYkoLy/v9G/dunUICQnBlVde2enYt956q9Nx8+bN83FvxE+hYPh8DyGTvE9V0ko4KeGSvE8IuEccX7k7gabgpGKiq97SPgHzlva6giWagiPdUQndAE/k5uZiy5Yt2Lt3LyZNmgQAePnllzF37lxs3LgRCQkJXZ6jVCoRFxfX6bHPP/8cN9xwA0JCOg+xGo3GLscSYOzgMOw+W4PDJQ248UL//3y7g+Wr6aZTsCQJHUeWWJYFw/j/EzpV7paeiUnCroizO1jsKXAGS5TcTbojiWBp9+7dMBqNfKAEADNmzIBCoUB2djauu+66Xs+xf/9+5OTkYNOmTV2+d9ddd+H2229HWloa7rjjDixevNjtTd5sNsNsbt/40WRyfoq2Wq2wWq196Zpb3Lm8ec6+GBXvDCoPFdf7rA3u+phf3QyLzYEgtQKxISrBfg8DIfRr6Gvn9y85XAsFA9S1WFFW18wnfPsLy7J8sJQeq/fK7z3QXkMhjB3kvNecOdeMqoZmhOs1Xju3J/3LLW9EY5sNwRolhkUFSe61FsNr6Eu+7J+n55REsFRRUYGYmJhOj6lUKkRERKCiosKjc7z55psYMWIEpk6d2unx9evX44orroBer8fWrVtx5513oqmpCffcc0+P59qwYQPWrVvX5fGtW7dCr/f+8vasrCyvn9MTNW0AoEJueQO+/PpbqHw4adtdHw/VMACUiNLYsWXLd7774X4g1GvoLx37F6VVoqqNwbtf/YgMo39XN1W3AaY2FZQMizP7f0WBF6/ZQHoNhRAbpERlK4PXP9uG0RHev27c9W9HufNekxhkxdbvt3j9Z/uL0K+hr/mify0tLR4dJ2iw9Mgjj+CZZ55xe0xubu6Af05rayvef/99/P3vf+/yvY6PTZgwAc3NzfjHP/7hNlhatWoVVq5cyX9tMpmQmJiIWbNmwWDw3j5UVqsVWVlZmDlzJtRq/1eTZVkWL5/cjroWK1LGX4Sxg70/reGuj4e3nAROFeJ3GYMxd+4or/9sfxD6NfS17vr3nekQthyrRFjyCMy9KMWv7fnuaAVw8DBGJoTh6t//zivnDMTXUAi/mI/hkwOlUMQMxdxZw7x2Xk/6990HhwBUYu6FwzH30jSv/Wx/Ectr6Cu+7B83M9QbQYOlBx54AIsWLXJ7TFpaGuLi4lBVVdXpcZvNhtraWo9yjT755BO0tLRg4cKFvR6bmZmJxx9/HGazGVpt91MIWq222++p1WqfXKi+Oq8nxg424udT53C8ogkTU6N89nO66+Ovec4cgkuGx0j+BiDka+gPHfs3Ij4MW45V4nRVi9/7nFvpXHo+ZrDR6z87kF5DIUxOjcQnB0pxsLjBr/dRlmWxr7AeAPC7IdGSfo2Ffg19zRf98/R8ggZL0dHRiI6O7vW4KVOmoL6+Hvv378fEiRMBAD/++CMcDgcyMzN7ff6bb76Ja665xqOflZOTg/Dw8B4DpUAzbnAYfj51zu/FKSsa2nCyshEMA0wb6rsgjXgfV2tJiMKUtBJOurgVcYdK6mGxOaDx5bx/B/nVzahuMkOjUvhk9JzIgyRKB4wYMQJz5szB0qVLsWfPHuzcuRMrVqzAggUL+JVwpaWlyMjIwJ49ezo9Ny8vDzt27MDtt9/e5bxfffUV3njjDRw9ehR5eXl45ZVX8NRTT+Huu+/2S7+kYIyr/om/g6Udp84BAMYNNiI82HvJnsT3MjoES3aH/3KWOiZ300o46UmLCka4Xg2zzYFjZf6733D1lcYnGqFTK/32c4m0SCJYAoD33nsPGRkZmD59OubOnYtp06bhtdde479vtVpx8uTJLslamzdvxuDBgzFr1qwu51Sr1di0aROmTJmC8ePH49///jeef/55rFmzxuf9kQruk9bpqka0WPy339fPp53B0iXDex8NJOKSGKFHqE4Fs83h1xpdpfWtqGuxQq1kMDyOKjBLDcMwnbY+8Zc9VF+JeEASq+EAICIiAu+//36P309JSel2X6GnnnoKTz31VLfPmTNnDubMmeO1NspRrEGHWIMWlSYzjpWZcKEfduO2O1j8eroaAHDpcJqCkxqlgsElw6PxzeFybMutwgRXDR1f40aVhseGQquiEQIpmpgcgR9yq7C/sA63X+yfn5mdT/WVSO8kM7JEhDPWNRV3qLjeLz/vcEk9GlqtCNWp+G0QiLRMz3CW+th2oqqXI73naKlzVQvlK0kXN7K0z0+b6pbWt6K0vhVKBYML/BTUE2miYIn0apxrKu5IqX/yCHacco4qTRsaRXt7SdRl6TFQMEBuuQll9a1++Znc9TmaknQla+zgMKiVDM41mlFc6/vrhtviZHSCAcFayUy0EAHQOxHplb+TvH8+5RyNuJTylSQrIljDf1L3x+hSx+Tu0Qneq3VG/EunVvJ7Uu4v8v0+cTQFRzxFwRLp1VjXzSu/uhkNrb4tp9/QYkWOa7qPkrul7YoRzqm4H3Mrff6zKkxtqGm2QKlgMCKegiUp4/aJ21fg+yTvPfk1AJw1nghxh4Il0qvwYA2SIpzbuBz18VTczjPVcLDA0JgQJBiDfPqziG/NGBELANh5psbnKym5fKVhMSG0/FviJqX4Z0VcdZMZZ845i5hemEL5SsQ9CpaIR8a48kAO+XgpOFdf6ZJhNKokdcNiQjA4PAgWmwM782p8+rP4fCWqryR5F7iSvE9WNsLU5ruR7H0Fzim4jLhQGL24cS+RJwqWiEf4JG8f5i2xLIufXcHSpekULEkdwzD86NKPJ3w7FXeM8pVkIyZUh6QIPVgWOFhU77OfQ/lKpC8oWCIeGTPICMC3Sd55VU0ob2iDVqWgAnEycQVXQiC3Cg4fVvPmRpbG0Eo4WZjEFacs8F2SN1eM0h+144j0UbBEPDJmcBgYxlmXpLrJ7JOfwY0qTU6NoLwTmchMi0CwRomqRmdRU1+oMrWhqtEMBQNK7pYJbp+4/UW+yVsytVlxvNx5PdLIEvEEBUvEIyFaFYZEO7eQ8NVU3A6+ajdNwcmFVqXExa78s20+moo76tpHbEh0CPQaqpUjB1xxyoNF9bDZHV4///6COrAskBKpR6xB5/XzE/mhYIl4jCsh4Isk7zarHdlnnUnAFCzJC1dCYFuub+otfXukAkD7GyyRvuExoQjVqdBiseNERaPXz7+ngPKVSN9QsEQ8NtaHSd57C+pgtjkQH6bD0BjaBFVOLk+PAcM484oqTW1ePXdDqxVfHy4DAMyflOjVcxPhKDpsP+KLEgJ7+ORuqq9EPEPBEvHY2EQjAOBQSYPX9236xbW0/JJh0WAYxqvnJsKKDtXye/z95OVq3v/LKUWb1YH02FBckGT06rmJsDruE+dNrRY7DrtGx2khCfEUBUvEYyPjDdCqFKhuMmOvl6vr/uLKV6Kq3fLEbaz7gxen4liWxfvZRQCAmyYnUpAtM75aEXewuA5WO4v4MB0Gh1PhW+IZCpaIx3RqJf5wwWAAwJu/nvXaeevMQN65ZigY5+a5RH6mc9W886rRZrV75ZyHShpwoqIRWpUC100Y7JVzEvEYl2iEUsGgrKHNq5sxdywZQAE28RQFS6RPlkxLAQBsPV6Jwppmr5zzRL3zhjU+0Ygwvdor5yTiMiI+FPFhOrRa7dh9xjvVvP/rGlW6akw8XTcyFKxVYUR8KADv5i3tpeRu0g8ULJE+GRoTisvSo8GywFs7C7xyTi5Yoik4+WIYpr1ApRdKCDS2WfHlIWdi902ZSQM+HxGnScnOgMZbwZLF5uDPRflKpC8oWCJ9dvu0NADAR/uK0dA6sL2bbHYHTjZQsBQI+K1PcqsGvEDgfzllaLXaMTQmhM9tIfLD7RPnrWDpaFkD2qwORARraNUt6RMKlkifXTQ0EhlxoWix2PHBnqIBnetwqQmtdgZhQSp+xRSRpylDIqFTK1DW0Ibc8v7Xzumc2J1EeScyxgXCx8tNaDbbBny+9nylcLpuSJ9QsET6jGEY/HlaKgDg7V0FsA6gwi63Cu6iIZFQKujmJWc6tZJP4B/IxrpHShtwvNwEjUqBP0wY5K3mERFKMAYhIUwHu4PFzrzqAZ+P6iuR/qJgifTLNeMSEBWiQXlDG747WtHv83D1lWgVXGDgVsVtG0C9pf+6RjPnjo5DeLDGK+0i4jV3TDwA4OnvTsBs6/9KSruDbU/ups1zSR9RsET6RadW4rbfpQAA3vzlbL9yUOqaLfxu8dOG0ie9QMAleecU1/drQ+Ymsw3/y3Eldk+mxO5AcM+MYYgO1eJsdTNe+7n/JUtOVjaisc2GkA6r7AjxFAVLpN9u/V0SNCoFDpU09CsB89e8ajhYIC7IWSCOyF+sQYcxg8LAsv2r5v1lThlaLHakRQfT0u8AYdCp8dhVIwAA/++nPBTVtPT5HA4WeD4rD4BzFZxKSW99pG/oiiH9Fhmi5XNG3vglv8/P33HqHABghNG7W6cQceNLCPSjmjc3BXfThZTYHUiuGZeAi4ZGwmxzYM2XR/s8kr29nMHPp6uhVSnw8JUZPmolkTMKlsiAcIne3x+v6NMnPpZlseO0M1jKoGApoEwf4QyWfjl9rk85KEdLG3CktAEapQLXT6SK3YGEYRisv3Y0NEoFfjp5Dt8f8zxP8nBJA74ucr7Vrb56JIbH0hQc6TsKlsiADI8NxaXDXUUqd3k+unSqsgmVJjN0agWGGChYCiSjE8IQE6pFs8XOr07yBDeqNHt0HCIosTvgDIkOwV8uddZ4W/fVcY9KCTS2WXHfR4dhZxnMGRWLmynPjfQTBUtkwJa4Rpc+2ut5kcqvDzuTdCenhENNV2FAUSiYPk/FNXdK7E70WduIuN11+VAkRgShvKEN/9x22u2xLMvib58fRXFdKyK0LJ68diRN3ZJ+o7cpMmAXD4vC8NgQNFvs+HCv+yKVrRY7Vn12GC//6Ey2nOGakiGBpePWJ57kn3x9uAxNZhtSIvWYkkYrJwOVTq3E+mtGAwDe/DUfJypMPR778f4SfHmoDEoFg4XD7DAE0f6BpP8oWCIDxjAMvwXK2zsLYOuhSOWJChOu+X+/4r97isEwwJ2XDcENlHsSkKYNi4JGpUBxbSue+jYXVaY2t8e/v6cYAFXsJsDlGTGYMyoOdgeLxz4/Coeja7CdV9WINf87BgC474ohSKU0JTJAFCwRr7hmvLNIZVk3RSpZlsX//VaIa//fTpyuakJ0qBbvLsnEQ3MyqGp3gNJrVLhhkjNQfv2XfEx75ic89Mkh5FV13QblWFkDDhXXQ61kKLGbAHAmaus1SuwrrMMnB0o6fa/NaseK9w+i1WrHRUMjseziVIFaSeSEgiXiFTq1Erf+LhkA8Mav+fzUSn2LBcvfPYC/f3EUZpsDl6VH47t7L8ZFVLE74K2/ZjReu20iJiWHw2J34KN9JZjx/A4seXsvss/W8NfQB65RpVkj4xAVohWyyUQkEoxBuG/GMADAhm9zUdds4b/31Le5OFHRiMhgDV64YTwU9IGMeIFkgqUnn3wSU6dOhV6vh9Fo9Og5LMti9erViI+PR1BQEGbMmIHTpzsnBdbW1uKWW26BwWCA0WjEkiVL0NTU5IMeyN+tv0t2FqksrseBojrsLajF3H/+gi3HKqBWMnjsqhHY/KcL6Q2PAHAmes8aFYdPlk/Fp8unYNbIWDCMcyuUG1/7DfP+tQv/yynFFwdLAVDFbtLZ4otSkR4biroWK579/gQA4PtjFfjP7kIAwHM3jEOMgYrdEu+QTLBksVgwf/58LF++3OPnPPvss3jppZfw6quvIjs7G8HBwZg9ezba2trzI2655RYcO3YMWVlZ+Prrr7Fjxw4sW7bMF12QvagQLa4b7yxSufKjQ7jx37tR1tCGlEg9Pl0+FbdfnEaf8ki3JiZH4LWFk7Bt5aW4aXISH3Tf+0EOGs02JEXoMXUIJXaTdmqlAk9c50z2/u+eYnx9uAwPfXIYALDskjRclk6LR4j3SCZYWrduHe6//36MGTPGo+NZlsWLL76Ixx57DNdeey3Gjh2L//znPygrK8MXX3wBAMjNzcWWLVvwxhtvIDMzE9OmTcPLL7+MDz74AGVlZT7sjXwtceUHFNa0wMEC100YhK/vuRhjBxuFbRiRhLToEGz4wxjsfPgK3H3FUIS5VjAtmppCgTbp4sKUCMx35bGteP8gGlqtGDc4DH+dlS5wy4jcqIRugK/k5+ejoqICM2bM4B8LCwtDZmYmdu/ejQULFmD37t0wGo2YNGkSf8yMGTOgUCiQnZ2N6667rttzm81mmM3tm4CaTM7lq1arFVarZ3WGPMGdy5vn9LXUCB3mTxyEH3KrsGpOOq6bkACA7bEPUuxjX1D/+seoU+Cey9Nw+0VJOHOuGaMTDIL9Duk1FLe/zhyKrOOVqG+1IlirxHPzx4Bh7bBandXhpd4/T8i9j77sn6fnlG2wVFHhXJEVGxvb6fHY2Fj+exUVFYiJ6TxUq1KpEBERwR/TnQ0bNmDdunVdHt+6dSv0ev1Am95FVlaW18/pSxepgYvGAkx5Dr4tz/HoOVLrY19R/wam+JBPT+8Reg3F67pEBp8VKHB9sgXHftuOY90cI+X+eUruffRF/1paPNumS9Bg6ZFHHsEzzzzj9pjc3FxkZIhr48NVq1Zh5cqV/NcmkwmJiYmYNWsWDAaD136O1WpFVlYWZs6cCbVangXV5N5H6p/0yb2PcujfXACP9vA9OfSvN3Lvoy/7x80M9UbQYOmBBx7AokWL3B6TlpbWr3PHxcUBACorKxEfH88/XllZifHjx/PHVFV13m7BZrOhtraWf353tFottNquK7rUarVPLlRfnVdM5N5H6p/0yb2P1D/pk3sffdE/T88naLAUHR2N6Ohon5w7NTUVcXFx2LZtGx8cmUwmZGdn8yvqpkyZgvr6euzfvx8TJ04EAPz4449wOBzIzMz0SbsIIYQQIi2SWQ1XVFSEnJwcFBUVwW63IycnBzk5OZ1qImVkZODzzz8H4NyC47777sMTTzyBL7/8EkeOHMHChQuRkJCAefPmAQBGjBiBOXPmYOnSpdizZw927tyJFStWYMGCBUhISBCim4QQQggRGckkeK9evRrvvPMO//WECRMAAD/99BMuu+wyAMDJkyfR0NDAH/PQQw+hubkZy5YtQ319PaZNm4YtW7ZAp2svVPbee+9hxYoVmD59OhQKBa6//nq89NJL/ukUIYQQQkRPMsHS22+/jbffftvtMefvXs4wDNavX4/169f3+JyIiAi8//773mgiIYQQQmRIMtNwhBBCCCFCoGCJEEIIIcQNCpYIIYQQQtygYIkQQgghxA0KlgghhBBC3KBgiRBCCCHEDQqWCCGEEELcoGCJEEIIIcQNCpYIIYQQQtyQTAVvMeMqh5tMJq+e12q1oqWlBSaTSbY7Scu9j9Q/6ZN7H6l/0if3Pvqyf9z79vk7gJyPgiUvaGxsBAAkJiYK3BJCCCGE9FVjYyPCwsJ6/D7D9hZOkV45HA6UlZUhNDQUDMN47bwmkwmJiYkoLi6GwWDw2nnFRO59pP5Jn9z7SP2TPrn30Zf9Y1kWjY2NSEhIgELRc2YSjSx5gUKhwODBg312foPBIMs/gI7k3kfqn/TJvY/UP+mTex991T93I0ocSvAmhBBCCHGDgiVCCCGEEDcoWBIxrVaLNWvWQKvVCt0Un5F7H6l/0if3PlL/pE/ufRRD/yjBmxBCCCHEDRpZIoQQQghxg4IlQgghhBA3KFgihBBCCHGDgiVCCCGEEDcoWBLQk08+ialTp0Kv18NoNHZ7TFFREa666iro9XrExMTgwQcfhM1mc3ve2tpa3HLLLTAYDDAajViyZAmampp80IO+2b59OxiG6fbf3r17e3zeZZdd1uX4O+64w48t75uUlJQu7X366afdPqetrQ133XUXIiMjERISguuvvx6VlZV+arHnCgoKsGTJEqSmpiIoKAhDhgzBmjVrYLFY3D5P7K/hpk2bkJKSAp1Oh8zMTOzZs8ft8R9//DEyMjKg0+kwZswYfPvtt35qad9s2LABF154IUJDQxETE4N58+bh5MmTbp/z9ttvd3mtdDqdn1rcd2vXru3S3oyMDLfPkcrrB3R/P2EYBnfddVe3x4v99duxYweuvvpqJCQkgGEYfPHFF52+z7IsVq9ejfj4eAQFBWHGjBk4ffp0r+ft699wX1GwJCCLxYL58+dj+fLl3X7fbrfjqquugsViwa5du/DOO+/g7bffxurVq92e95ZbbsGxY8eQlZWFr7/+Gjt27MCyZct80YU+mTp1KsrLyzv9u/3225GamopJkya5fe7SpUs7Pe/ZZ5/1U6v7Z/369Z3ae/fdd7s9/v7778dXX32Fjz/+GD///DPKysrwhz/8wU+t9dyJEyfgcDjw73//G8eOHcMLL7yAV199FY8++mivzxXra/jhhx9i5cqVWLNmDQ4cOIBx48Zh9uzZqKqq6vb4Xbt24aabbsKSJUtw8OBBzJs3D/PmzcPRo0f93PLe/fzzz7jrrrvw22+/ISsrC1arFbNmzUJzc7Pb5xkMhk6vVWFhoZ9a3D+jRo3q1N5ff/21x2Ol9PoBwN69ezv1LSsrCwAwf/78Hp8j5tevubkZ48aNw6ZNm7r9/rPPPouXXnoJr776KrKzsxEcHIzZs2ejra2tx3P29W+4X1giuLfeeosNCwvr8vi3337LKhQKtqKign/slVdeYQ0GA2s2m7s91/Hjx1kA7N69e/nHvvvuO5ZhGLa0tNTrbR8Ii8XCRkdHs+vXr3d73KWXXsree++9/mmUFyQnJ7MvvPCCx8fX19ezarWa/fjjj/nHcnNzWQDs7t27fdBC73r22WfZ1NRUt8eI+TWcPHkye9ddd/Ff2+12NiEhgd2wYUO3x99www3sVVdd1emxzMxM9i9/+YtP2+kNVVVVLAD2559/7vGYnu5HYrVmzRp23LhxHh8v5dePZVn23nvvZYcMGcI6HI5uvy+l1w8A+/nnn/NfOxwONi4ujv3HP/7BP1ZfX89qtVr2v//9b4/n6evfcH/QyJKI7d69G2PGjEFsbCz/2OzZs2EymXDs2LEen2M0GjuN1MyYMQMKhQLZ2dk+b3NffPnll6ipqcHixYt7Pfa9995DVFQURo8ejVWrVqGlpcUPLey/p59+GpGRkZgwYQL+8Y9/uJ063b9/P6xWK2bMmME/lpGRgaSkJOzevdsfzR2QhoYGRERE9HqcGF9Di8WC/fv3d/rdKxQKzJgxo8ff/e7duzsdDzj/LqXyWgHo9fVqampCcnIyEhMTce211/Z4vxGL06dPIyEhAWlpabjllltQVFTU47FSfv0sFgveffdd/PnPf3a7abvUXj9Ofn4+KioqOr0+YWFhyMzM7PH16c/fcH/QRroiVlFR0SlQAsB/XVFR0eNzYmJiOj2mUqkQERHR43OE8uabb2L27Nm9bkJ88803Izk5GQkJCTh8+DAefvhhnDx5Ep999pmfWto399xzDy644AJERERg165dWLVqFcrLy/H88893e3xFRQU0Gk2XvLXY2FjRvWbny8vLw8svv4yNGze6PU6sr2F1dTXsdnu3f2cnTpzo9jk9/V2K/bVyOBy47777cNFFF2H06NE9Hpeeno7Nmzdj7NixaGhowMaNGzF16lQcO3bMpxuG91dmZibefvttpKeno7y8HOvWrcPFF1+Mo0ePIjQ0tMvxUn39AOCLL75AfX09Fi1a1OMxUnv9OuJeg768Pv35G+4PCpa87JFHHsEzzzzj9pjc3NxeExClpD99Likpwffff4+PPvqo1/N3zLcaM2YM4uPjMX36dJw5cwZDhgzpf8P7oC99XLlyJf/Y2LFjodFo8Je//AUbNmwQ7XYE/XkNS0tLMWfOHMyfPx9Lly51+1wxvIaB7q677sLRo0fd5vMAwJQpUzBlyhT+66lTp2LEiBH497//jccff9zXzeyzK6+8kv//sWPHIjMzE8nJyfjoo4+wZMkSAVvmfW+++SauvPJKJCQk9HiM1F4/qaBgycseeOABt1E/AKSlpXl0rri4uC4Z/dwKqbi4uB6fc35Sm81mQ21tbY/PGaj+9Pmtt95CZGQkrrnmmj7/vMzMTADOUQ1/vdEO5HXNzMyEzWZDQUEB0tPTu3w/Li4OFosF9fX1nUaXKisrffaana+v/SsrK8Pll1+OqVOn4rXXXuvzzxPiNexOVFQUlEpll5WH7n73cXFxfTpeDFasWMEv9ujr6IJarcaECROQl5fno9Z5l9FoxPDhw3tsrxRfPwAoLCzEDz/80OfRWCm9ftxrUFlZifj4eP7xyspKjB8/vtvn9OdvuF+8lv1E+q23BO/Kykr+sX//+9+swWBg29rauj0Xl+C9b98+/rHvv/9eVAneDoeDTU1NZR944IF+Pf/XX39lAbCHDh3ycst8491332UVCgVbW1vb7fe5BO9PPvmEf+zEiROiTfAuKSlhhw0bxi5YsIC12Wz9OoeYXsPJkyezK1as4L+22+3soEGD3CZ4//73v+/02JQpU0SZIOxwONi77rqLTUhIYE+dOtWvc9hsNjY9PZ29//77vdw632hsbGTDw8PZf/7zn91+X0qvX0dr1qxh4+LiWKvV2qfnifn1Qw8J3hs3buQfa2ho8CjBuy9/w/1qq9fORPqssLCQPXjwILtu3To2JCSEPXjwIHvw4EG2sbGRZVnnRT569Gh21qxZbE5ODrtlyxY2OjqaXbVqFX+O7OxsNj09nS0pKeEfmzNnDjthwgQ2Ozub/fXXX9lhw4axN910k9/715MffviBBcDm5uZ2+V5JSQmbnp7OZmdnsyzLsnl5eez69evZffv2sfn5+ez//vc/Ni0tjb3kkkv83WyP7Nq1i33hhRfYnJwc9syZM+y7777LRkdHswsXLuSPOb+PLMuyd9xxB5uUlMT++OOP7L59+9gpU6awU6ZMEaILbpWUlLBDhw5lp0+fzpaUlLDl5eX8v47HSOk1/OCDD1itVsu+/fbb7PHjx9lly5axRqORX4V62223sY888gh//M6dO1mVSsVu3LiRzc3NZdesWcOq1Wr2yJEjQnWhR8uXL2fDwsLY7du3d3qtWlpa+GPO79+6devY77//nj1z5gy7f/9+dsGCBaxOp2OPHTsmRBd69cADD7Dbt29n8/Pz2Z07d7IzZsxgo6Ki2KqqKpZlpf36cex2O5uUlMQ+/PDDXb4ntdevsbGRf68DwD7//PPswYMH2cLCQpZlWfbpp59mjUYj+7///Y89fPgwe+2117Kpqalsa2srf44rrriCffnll/mve/sb9gYKlgT0pz/9iQXQ5d9PP/3EH1NQUMBeeeWVbFBQEBsVFcU+8MADnT5Z/PTTTywANj8/n3+spqaGvemmm9iQkBDWYDCwixcv5gMwMbjpppvYqVOndvu9/Pz8Tr+DoqIi9pJLLmEjIiJYrVbLDh06lH3wwQfZhoYGP7bYc/v372czMzPZsLAwVqfTsSNGjGCfeuqpTiOB5/eRZVm2tbWVvfPOO9nw8HBWr9ez1113XacARCzeeuutbq/ZjoPUUnwNX375ZTYpKYnVaDTs5MmT2d9++43/3qWXXsr+6U9/6nT8Rx99xA4fPpzVaDTsqFGj2G+++cbPLfZMT6/VW2+9xR9zfv/uu+8+/ncRGxvLzp07lz1w4ID/G++hG2+8kY2Pj2c1Gg07aNAg9sYbb2Tz8vL470v59eN8//33LAD25MmTXb4ntdePe886/x/XB4fDwf79739nY2NjWa1Wy06fPr1Lv5OTk9k1a9Z0eszd37A3MCzLst6b1COEEEIIkReqs0QIIYQQ4gYFS4QQQgghblCwRAghhBDiBgVLhBBCCCFuULBECCGEEOIGBUuEEEIIIW5QsEQIIYQQ4gYFS4QQQgghblCwRAghhBDiBgVLhBBCCCFuULBECAkY586dQ1xcHJ566in+sV27dkGj0WDbtm0CtowQImYULBFCAkZ0dDQ2b96MtWvXYt++fWhsbMRtt92GFStWYPr06SgoKADDMNi+fbvQTSWEiIhK6AYQQog/zZ07F0uXLsUtt9yCSZMmITg4GBs2bAAAqNVqpKenQ6/XC9xKQoiY0MgSISTgbNy4ETabDR9//DHee+89aLVaAMCgQYNw4sQJTJ48GQDw1FNPISQkhP9XVFSEO+64o9NjAHDllVfyX48aNUqwfhFCfINhWZYVuhGEEOJPR48exYUXXgir1YrPP/8cV199dbfH1dbWora2lv86JSUFtbW1MJlM/GNDhw5FaWkpWltbAThHp5KTk33bAUKIX1GwRAgJKBaLBZMnT8b48eORnp6OF198EUeOHEFMTIzQTSOEiBRNwxFCAsrf/vY3NDQ04KWXXsLDDz+M4cOH489//jMAoLS0FBkZGdizZ4/ArSSEiAkFS4SQgLF9+3a8+OKL+L//+z8YDAYoFAr83//9H3755Re88sorsFqtOHnyJFpaWoRuKiFERGgajhBCCCHEDRpZIoQQQghxg4IlQgghhBA3KFgihBBCCHGDgiVCCCGEEDcoWCKEEEIIcYOCJUIIIYQQNyhYIoQQQghxg4IlQgghhBA3KFgihBBCCHGDgiVCCCGEEDcoWCKEEEIIcYOCJUIIIYQQN/4/rTzwzywBp/MAAAAASUVORK5CYII=",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.plot(x,y)\n",
    "plt.xlabel('x:---')\n",
    "plt.ylabel('y:---')\n",
    "plt.title('fang:---')\n",
    "plt.text(0,0.5,'hello')\n",
    "plt.grid(True)\n",
    "plt.annotate('fangdong', xy=(-5,0),\n",
    "             xytext=(-2,0.25),\n",
    "             arrowprops=dict(facecolor='black',\n",
    "                              shrink=0.5))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.10.10"
  },
  "orig_nbformat": 4
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
